In this project, you’re going to take a peek into the realm of neural network machine translation. You’ll be training a sequence to sequence model on a dataset of English and French sentences that can translate new sentences from English to French.
Since translating the whole language of English to French will take lots of time to train, we have provided you with a small portion of the English corpus.
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import helper
import problem_unittests as tests
source_path = 'data/small_vocab_en'
target_path = 'data/small_vocab_fr'
source_text = helper.load_data(source_path)
target_text = helper.load_data(target_path)
Play around with view_sentence_range to view different parts of the data.
view_sentence_range = (20, 40)
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import numpy as np
print('Dataset Stats')
print('Roughly the number of unique words: {}'.format(len({word: None for word in source_text.split()})))
sentences = source_text.split('\n')
word_counts = [len(sentence.split()) for sentence in sentences]
print('Number of sentences: {}'.format(len(sentences)))
print('Average number of words in a sentence: {}'.format(np.average(word_counts)))
print()
print('English sentences {} to {}:'.format(*view_sentence_range))
print('\n'.join(source_text.split('\n')[view_sentence_range[0]:view_sentence_range[1]]))
print()
print('French sentences {} to {}:'.format(*view_sentence_range))
print('\n'.join(target_text.split('\n')[view_sentence_range[0]:view_sentence_range[1]]))
Dataset Stats Roughly the number of unique words: 227 Number of sentences: 137861 Average number of words in a sentence: 13.225277634719028 English sentences 20 to 40: china is usually pleasant during november , and it is never quiet in october . the united states is never nice during february , but it is sometimes pleasant in april . india is never busy during autumn , and it is mild in spring . paris is mild during summer , but it is usually busy in april . france is never cold during september , and it is snowy in october . california is never cold during may , and it is sometimes chilly in march . he dislikes lemons , grapes , and mangoes. their favorite fruit is the mango , but our favorite is the pear . france is sometimes quiet during may , and it is never chilly in august . paris is never pleasant during september , and it is beautiful in autumn . he dislikes apples , peaches , and grapes . california is usually freezing during december , and it is busy in april . your most feared animal is that shark . paris is usually wet during august , and it is never dry in november . paris is usually beautiful during september , and it is usually snowy in november . the united states is never wet during january , but it is usually hot in october . we like oranges , mangoes , and grapes . they like pears , apples , and mangoes . she dislikes that little red truck . the grapefruit is my most loved fruit , but the banana is her most loved . French sentences 20 to 40: chine est généralement agréable en novembre , et il est jamais tranquille en octobre . les états-unis est jamais agréable en février , mais il est parfois agréable en avril . l' inde est jamais occupé à l'automne , et il est doux au printemps . paris est doux pendant l' été , mais il est généralement occupé en avril . france ne fait jamais froid en septembre , et il est neigeux en octobre . californie ne fait jamais froid au mois de mai , et il est parfois frisquet en mars . il déteste les citrons , les raisins et les mangues . leur fruit préféré est la mangue , mais notre préféré est la poire . la france est parfois calme au mois de mai , et il est jamais froid en août . paris est jamais agréable en septembre , et il est beau à l' automne . il déteste les pommes , les pêches et les raisins . la californie est le gel habituellement en décembre , et il est occupé en avril . votre animal le plus redouté est que le requin . paris est généralement humide au mois d' août , et il est jamais sec en novembre . paris est généralement beau en septembre , et il est généralement enneigée en novembre . les états-unis est jamais humide en janvier , mais il est généralement chaud en octobre . nous aimons les oranges , les mangues et les raisins . ils aiment les poires , les pommes et les mangues . elle déteste ce petit camion rouge . le pamplemousse est mon fruit le plus cher , mais la banane est la plus aimée .
As you did with other RNNs, you must turn the text into a number so the computer can understand it. In the function text_to_ids(), you'll turn source_text and target_text from words to ids. However, you need to add the <EOS> word id at the end of each sentence from target_text. This will help the neural network predict when the sentence should end.
You can get the <EOS> word id by doing:
target_vocab_to_int['<EOS>']
You can get other word ids using source_vocab_to_int and target_vocab_to_int.
def text_to_ids(source_text, target_text, source_vocab_to_int, target_vocab_to_int):
"""
Convert source and target text to proper word ids
:param source_text: String that contains all the source text.
:param target_text: String that contains all the target text.
:param source_vocab_to_int: Dictionary to go from the source words to an id
:param target_vocab_to_int: Dictionary to go from the target words to an id
:return: A tuple of lists (source_id_text, target_id_text)
----------------------------OLD
Create lookup tables for vocabulary
:param text: The text of tv scripts split into words
:return: A tuple of dicts (vocab_to_int, int_to_vocab)
vocab_to_int = {c: i for i, c in enumerate(vocab)}
int_to_vocab = dict(enumerate(vocab))
new_text = helper.load_data(data_dir)
vocab = set(text)
vocab_to_int = {c: i for i, c in enumerate(vocab)}
int_to_vocab = dict(enumerate(vocab))
print (vocab_to_int)
print("----")
print (int_to_vocab)
# TODO: Implement Function
return vocab_to_int, int_to_vocab
"""
# TODO: Implement Function
source_id_text = [[source_vocab_to_int[word] for word in str(sentence).split()] for sentence in source_text.split('\n')]
target_id_text = [[target_vocab_to_int[word] for word in str(sentence + ' <EOS>').split()] for sentence in target_text.split('\n')]
print (source_vocab_to_int)
print("----")
print (source_id_text)
# TODO: Implement Function
return source_id_text, target_id_text
print (target_id_text)
print("----")
print (source_id_text)
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_text_to_ids(text_to_ids)
{'in': 19, '<GO>': 3, '<UNK>': 2, 'april': 4, 'sometimes': 20, 'july': 5, 'it': 25, 'cold': 6, 'usually': 7, 'the': 8, 'and': 23, 'california': 9, '<EOS>': 1, 'is': 22, 'autumn': 26, '.': 10, 'new': 11, 'chilly': 12, 'jersey': 21, 'united': 28, 'quiet': 13, 'november': 29, 'march': 30, 'mild': 27, 'freezing': 31, '<PAD>': 0, 'hot': 32, 'september': 15, 'during': 16, 'snowy': 17, 'june': 18, ',': 14, 'states': 24}
----
[[11, 21, 22, 20, 13, 16, 26, 14, 23, 25, 22, 17, 19, 4, 10], [8, 28, 24, 22, 7, 12, 16, 5, 14, 23, 25, 22, 7, 31, 19, 29, 10], [9, 22, 7, 13, 16, 30, 14, 23, 25, 22, 7, 32, 19, 18, 10], [8, 28, 24, 22, 20, 27, 16, 18, 14, 23, 25, 22, 6, 19, 15, 10]]
Tests Passed
Running the code cell below will preprocess all the data and save it to file.
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
helper.preprocess_and_save_data(source_path, target_path, text_to_ids)
{'where': 4, 'rainy': 87, 'her': 5, 'india': 6, 'might': 63, 'july': 8, 'was': 9, 'oranges.': 10, 'football': 11, 'strawberry': 12, 'plan': 13, 'california': 14, 'lime': 15, 'grape': 16, 'translate': 18, 'summer': 90, 'apples.': 7, 'new': 21, 'like': 22, 'are': 23, 'apple': 24, 'difficult': 25, 'feared': 28, 'eiffel': 31, 'elephants': 32, ',': 33, 'dislike': 50, 'field': 37, 'during': 36, 'bananas.': 38, 'lime.': 39, 'spanish': 40, 'beautiful': 41, 'chinese': 96, 'easy': 42, 'english': 227, 'snowy': 97, 'dogs': 43, 'you': 44, 'states': 45, 'june': 98, 'next': 46, 'pear': 47, 'france': 48, 'august': 49, 'bird': 51, 'banana.': 52, 'loved': 53, 'drove': 54, 'birds': 55, 'they': 56, 'were': 57, 'we': 58, 'going': 60, 'peaches.': 61, 'banana': 62, 'fun': 19, 'yellow': 180, 'mangoes.': 64, 'i': 65, 'am': 66, 'pleasant': 223, 'orange.': 67, 'warm': 68, 'april': 69, 'mouse': 73, 'grapes': 71, 'relaxing': 17, 'usually': 74, 'want': 75, 'likes': 76, 'peach.': 104, 'nice': 77, 'grapes.': 110, 'wanted': 20, 'fruit.': 80, 'disliked': 81, 'white': 82, 'chilly': 83, 'this': 84, 'lemon.': 85, 'how': 86, 'sharks': 88, 'freezing': 59, 'our': 89, 'lion': 91, 'but': 92, '<PAD>': 0, 'shark': 93, 'lemons.': 94, 'wonderful': 95, 'he': 99, 'grape.': 100, 'my': 79, 'grocery': 101, 'mice': 203, 'fruit': 102, 'she': 103, "it's": 105, 'strawberry.': 106, 'jersey': 107, 'february': 108, 'does': 112, 'it': 113, 'lake': 26, 'car': 114, 'red': 115, 'paris': 116, 'pears.': 135, 'oranges': 117, 'tower': 118, 'store': 120, 'bananas': 121, 'little': 122, 'may': 109, 'bears': 208, 'blue': 143, '?': 123, 'automobile': 124, 'wants': 125, 'october': 126, '<UNK>': 2, 'grapefruit.': 127, 'dry': 128, 'pear.': 30, 'fall': 70, 'between': 129, "aren't": 130, 'went': 131, 'the': 132, 'lions': 133, "isn't": 136, 'rabbit': 137, 'strawberries.': 138, 'translating': 139, 'black': 140, 'busy': 141, 'quiet': 142, 'mango.': 144, 'peach': 145, 'mild': 217, 'drives': 72, 'to': 147, 'animals': 34, 'limes': 149, 'would': 151, 'cats': 200, 'did': 152, 'been': 153, 'peaches': 154, 'mangoes': 155, 'grapefruit': 156, 'september': 35, 'that': 158, 'truck': 159, 'bear': 150, 'portuguese': 160, 'a': 161, 'and': 162, 'their': 163, 'elephant': 164, 'saw': 165, 'january': 166, 'limes.': 167, 'french': 168, 'old': 169, 'liked': 146, 'china': 170, 'loved.': 171, 'apples': 172, 'shiny': 134, 'driving': 173, 'go': 157, 'apple.': 175, '<GO>': 3, 'green': 176, 'monkey': 201, 'when': 119, 'never': 27, 'spring': 185, 'cold': 178, 'horse': 182, 'december': 181, 'your': 78, 'pears': 183, 'his': 184, 'thinks': 186, 'lemon': 179, 'lemons': 187, '.': 188, 'school': 190, 'why': 191, 'animal': 192, 'think': 193, 'dog': 194, 'monkeys': 148, 'winter': 195, 'big': 196, 'horses': 197, 'least': 198, 'snakes': 199, "didn't": 225, 'has': 29, 'favorite': 202, 'last': 189, 'weather': 204, 'rabbits': 228, 'wet': 177, 'in': 205, 'rusty': 206, 'dislikes': 207, 'sometimes': 209, 'mango': 210, 'is': 211, 'do': 212, 'visit': 213, 'most': 214, 'cat': 174, 'liked.': 215, 'autumn': 216, 'snake': 218, 'strawberries': 219, 'united': 220, 'plans': 111, 'november': 221, 'march': 222, 'favorite.': 224, 'orange': 226, 'hot': 229, '<EOS>': 1, 'have': 230}
----
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[5, 198, 146, 102, 211, 132, 179, 33, 92, 184, 198, 146, 211, 132, 156, 188], [14, 211, 27, 178, 36, 108, 33, 92, 113, 211, 209, 59, 205, 98, 188], [170, 211, 74, 223, 36, 216, 33, 162, 113, 211, 74, 142, 205, 126, 188], [116, 211, 27, 59, 36, 221, 33, 92, 113, 211, 95, 205, 126, 188], [132, 220, 45, 211, 27, 87, 36, 166, 33, 92, 113, 211, 209, 217, 205, 126, 188], [170, 211, 74, 223, 36, 221, 33, 162, 113, 211, 27, 142, 205, 126, 188], [132, 220, 45, 211, 27, 77, 36, 108, 33, 92, 113, 211, 209, 223, 205, 69, 188], [6, 211, 27, 141, 36, 216, 33, 162, 113, 211, 217, 205, 185, 188], [116, 211, 217, 36, 90, 33, 92, 113, 211, 74, 141, 205, 69, 188], [48, 211, 27, 178, 36, 35, 33, 162, 113, 211, 97, 205, 126, 188], [14, 211, 27, 178, 36, 109, 33, 162, 113, 211, 209, 83, 205, 222, 188], [99, 207, 187, 33, 71, 33, 162, 64], [163, 202, 102, 211, 132, 210, 33, 92, 89, 202, 211, 132, 47, 188], [48, 211, 209, 142, 36, 109, 33, 162, 113, 211, 27, 83, 205, 49, 188], [116, 211, 27, 223, 36, 35, 33, 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115, 124, 188], [14, 211, 27, 142, 36, 90, 33, 92, 113, 211, 209, 87, 205, 69, 188], [170, 211, 74, 68, 36, 98, 33, 162, 113, 211, 74, 178, 205, 166, 188], [14, 211, 27, 97, 36, 216, 33, 92, 113, 211, 142, 205, 69, 188], [99, 207, 149, 33, 154, 33, 162, 219, 188], [21, 107, 211, 178, 36, 222, 33, 162, 113, 211, 142, 205, 181, 188], [116, 211, 27, 177, 36, 185, 33, 92, 113, 211, 209, 68, 205, 166, 188], [78, 202, 102, 211, 132, 226, 33, 92, 89, 202, 211, 132, 145, 188], [99, 207, 154, 33, 117, 33, 162, 121, 188], [132, 220, 45, 211, 74, 17, 36, 90, 33, 92, 113, 211, 209, 141, 205, 166, 188], [58, 22, 155, 33, 219, 33, 162, 38], [170, 211, 87, 36, 109, 33, 162, 113, 211, 209, 41, 205, 126, 188], [14, 211, 27, 223, 36, 216, 33, 92, 113, 211, 74, 141, 205, 108, 188], [184, 198, 146, 102, 211, 132, 145, 33, 92, 79, 198, 146, 211, 132, 16, 188], [6, 211, 27, 41, 36, 109, 33, 162, 113, 211, 97, 205, 181, 188], [89, 202, 102, 211, 132, 226, 33, 92, 184, 202, 211, 132, 24, 188], [170, 211, 17, 36, 181, 33, 92, 113, 211, 209, 229, 205, 222, 188], [103, 207, 156, 162, 71, 188], [14, 211, 209, 17, 36, 8, 33, 92, 113, 211, 74, 178, 205, 90, 188], [132, 220, 45, 211, 41, 36, 166, 33, 92, 113, 211, 74, 178, 205, 222, 188], [6, 211, 209, 217, 36, 195, 33, 92, 113, 211, 74, 142, 205, 69, 188], [132, 12, 211, 79, 202, 102, 33, 92, 132, 210, 211, 5, 202, 188], [58, 50, 117, 33, 187, 33, 162, 121, 188], [132, 220, 45, 211, 27, 142, 36, 108, 33, 162, 113, 211, 27, 223, 205, 222, 188], [103, 76, 121, 33, 183, 33, 162, 117, 188], [21, 107, 211, 74, 17, 36, 49, 33, 162, 113, 211, 229, 205, 166, 188], [170, 211, 209, 178, 36, 195, 33, 92, 113, 211, 27, 97, 205, 49, 188], [99, 76, 183, 162, 149, 188], [132, 47, 211, 78, 198, 202, 102, 33, 92, 132, 145, 211, 79, 198, 202, 188], [5, 198, 146, 102, 211, 132, 210, 33, 92, 89, 198, 146, 211, 132, 15, 188], [56, 22, 155, 33, 172, 33, 162, 167], [99, 76, 149, 33, 71, 33, 162, 155, 188], [14, 211, 74, 229, 36, 109, 33, 162, 113, 211, 74, 68, 205, 181, 188], [170, 211, 27, 83, 36, 108, 33, 92, 113, 211, 74, 41, 205, 166, 188], [163, 198, 202, 102, 211, 132, 145, 33, 92, 184, 198, 202, 211, 132, 210, 188], [191, 211, 103, 60, 147, 116, 123], [21, 107, 211, 74, 77, 36, 222, 33, 92, 113, 211, 128, 205, 69, 188], [48, 211, 74, 128, 36, 108, 33, 162, 113, 211, 209, 177, 205, 109, 188], [132, 220, 45, 211, 209, 95, 36, 109, 33, 92, 113, 211, 83, 205, 49, 188], [99, 81, 132, 134, 143, 124, 188], [48, 211, 217, 36, 221, 33, 92, 113, 211, 178, 205, 216, 188], [21, 107, 211, 17, 36, 181, 33, 162, 113, 211, 74, 97, 205, 8, 188], [116, 211, 209, 95, 36, 49, 33, 92, 113, 211, 209, 217, 205, 35, 188], [99, 20, 147, 157, 147, 6, 189, 126, 188], [132, 174, 9, 184, 198, 202, 192, 188], [21, 107, 211, 209, 177, 36, 70, 33, 162, 113, 211, 27, 97, 205, 49, 188], [58, 50, 149, 162, 64], [21, 107, 211, 95, 36, 181, 33, 162, 113, 211, 209, 128, 205, 98, 188], [191, 23, 56, 60, 147, 6, 123], [132, 210, 211, 79, 198, 202, 102, 33, 92, 132, 62, 211, 184, 198, 202, 188], [184, 198, 202, 102, 211, 132, 179, 33, 92, 78, 198, 202, 211, 132, 145, 188], [170, 211, 74, 95, 36, 49, 33, 92, 113, 211, 27, 141, 205, 181, 188], [14, 211, 209, 83, 36, 222, 33, 92, 113, 211, 41, 205, 216, 188], [132, 179, 211, 5, 202, 102, 33, 92, 132, 62, 211, 184, 202, 188], [21, 107, 211, 74, 83, 36, 98, 33, 162, 113, 211, 74, 77, 205, 49, 188], [103, 54, 132, 206, 82, 124, 188], [170, 211, 74, 77, 36, 181, 33, 92, 113, 211, 74, 87, 205, 35, 188], [132, 220, 45, 211, 74, 83, 36, 166, 33, 92, 113, 211, 27, 177, 205, 108, 188], [65, 22, 149, 33, 71, 33, 162, 38], [116, 211, 27, 59, 36, 69, 33, 92, 113, 211, 74, 87, 205, 108, 188], [48, 211, 27, 229, 36, 185, 33, 92, 113, 211, 178, 205, 108, 188], [116, 211, 74, 77, 36, 90, 33, 92, 113, 211, 74, 59, 205, 216, 188], [99, 76, 183, 33, 154, 33, 162, 117, 188], [99, 207, 71, 33, 155, 33, 162, 61], [79, 198, 146, 102, 211, 132, 16, 33, 92, 5, 198, 146, 211, 132, 144], [116, 211, 209, 41, 36, 70, 33, 92, 113, 211, 97, 205, 8, 188], [48, 211, 229, 36, 109, 33, 92, 113, 211, 74, 87, 205, 69, 188], [48, 211, 41, 36, 126, 33, 162, 113, 211, 87, 205, 181, 188], [14, 211, 178, 36, 8, 33, 92, 113, 211, 27, 128, 205, 90, 188], [163, 198, 202, 102, 211, 132, 62, 33, 92, 78, 198, 202, 211, 132, 179, 188], [99, 207, 117, 33, 172, 33, 162, 149, 188], [99, 72, 161, 169, 176, 124, 188], [132, 15, 211, 184, 198, 146, 102, 33, 92, 132, 12, 211, 163, 198, 146, 188], [21, 107, 211, 209, 83, 36, 69, 33, 92, 113, 211, 74, 217, 205, 70, 188], [14, 211, 27, 77, 36, 126, 33, 162, 113, 211, 209, 87, 205, 216, 188], [89, 198, 146, 102, 211, 132, 24, 33, 92, 79, 198, 146, 211, 132, 16, 188], [58, 13, 147, 213, 170, 205, 222, 188], [6, 211, 209, 97, 36, 35, 33, 92, 113, 211, 27, 68, 205, 195, 188], [48, 211, 27, 141, 36, 222, 33, 162, 113, 211, 209, 223, 205, 35, 188], [6, 211, 209, 41, 36, 185, 33, 162, 113, 211, 97, 205, 98, 188], [6, 211, 27, 177, 36, 90, 33, 92, 113, 211, 209, 83, 205, 195, 188], [48, 211, 27, 83, 36, 166, 33, 92, 113, 211, 27, 217, 205, 126, 188], [132, 226, 211, 5, 202, 102, 33, 92, 132, 62, 211, 78, 202, 188], []]
This is your first checkpoint. If you ever decide to come back to this notebook or have to restart the notebook, you can start from here. The preprocessed data has been saved to disk.
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import numpy as np
import helper
(source_int_text, target_int_text), (source_vocab_to_int, target_vocab_to_int), _ = helper.load_preprocess()
This will check to make sure you have the correct version of TensorFlow and access to a GPU
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
from distutils.version import LooseVersion
import warnings
import tensorflow as tf
# Check TensorFlow Version
assert LooseVersion(tf.__version__) in [LooseVersion('1.0.0'), LooseVersion('1.0.1')], 'This project requires TensorFlow version 1.0 You are using {}'.format(tf.__version__)
print('TensorFlow Version: {}'.format(tf.__version__))
# Check for a GPU
if not tf.test.gpu_device_name():
warnings.warn('No GPU found. Please use a GPU to train your neural network.')
else:
print('Default GPU Device: {}'.format(tf.test.gpu_device_name()))
TensorFlow Version: 1.0.0 Default GPU Device: /gpu:0
You'll build the components necessary to build a Sequence-to-Sequence model by implementing the following functions below:
model_inputsprocess_decoding_inputencoding_layerdecoding_layer_traindecoding_layer_inferdecoding_layerseq2seq_modelImplement the model_inputs() function to create TF Placeholders for the Neural Network. It should create the following placeholders:
Return the placeholders in the following the tuple (Input, Targets, Learing Rate, Keep Probability)
def model_inputs():
"""
Create TF Placeholders for input, targets, and learning rate.
:return: Tuple (input, targets, learning rate, keep probability)
"""
Input = tf.placeholder(tf.int32, [None, None], name='input')
Targets = tf.placeholder(tf.int32, [None, None], name='targets')
LearingRate = tf.placeholder(tf.float32, name='Learing_Rate')
KeepProbability = tf.placeholder(tf.float32, name='keep_prob')
#arse = tf.rank(input, name=None)
# TODO: Implement Function
return Input, Targets, LearingRate, KeepProbability
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_model_inputs(model_inputs)
Tests Passed
Implement process_decoding_input using TensorFlow to remove the last word id from each batch in target_data and concat the GO ID to the beginning of each batch.
def process_decoding_input(target_data, target_vocab_to_int, batch_size):
"""
Preprocess target data for dencoding
:param target_data: Target Placehoder
:param target_vocab_to_int: Dictionary to go from the target words to an id
:param batch_size: Batch Size
:return: Preprocessed target data
-----------
import numpy as np
# Process the input we'll feed to the decoder
ending = tf.strided_slice(targets, [0, 0], [batch_size, -1], [1, 1])
dec_input = tf.concat([tf.fill([batch_size, 1], target_letter_to_int['<s>']), ending], 1)
demonstration_outputs = np.reshape(range(batch_size * sequence_length), (batch_size, sequence_length))
sess = tf.InteractiveSession()
print("Targets")
print(demonstration_outputs[:2])
print("\n")
print("Processed Decoding Input")
print(sess.run(dec_input, {targets: demonstration_outputs})[:2])
"""
# TODO: Implement Function
ending = tf.strided_slice(target_data, [0, 0], [batch_size, -1], [1, 1])
dec_input = tf.concat([tf.fill([batch_size, 1], target_vocab_to_int['<GO>']), ending], 1)
return dec_input
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_process_decoding_input(process_decoding_input)
Tests Passed
Implement encoding_layer() to create a Encoder RNN layer using tf.nn.dynamic_rnn().
def encoding_layer(rnn_inputs, rnn_size, num_layers, keep_prob):
"""
Create encoding layer
:param rnn_inputs: Inputs for the RNN
:param rnn_size: RNN Size
:param num_layers: Number of layers
:param keep_prob: Dropout keep probability
:return: RNN state
---
source_vocab_size = len(source_letter_to_int)
# Encoder embedding
enc_embed_input = tf.contrib.layers.embed_sequence(input_data, source_vocab_size, encoding_embedding_size)
# Encoder
enc_cell = tf.contrib.rnn.MultiRNNCell([tf.contrib.rnn.BasicLSTMCell(rnn_size)] * num_layers)
_, enc_state = tf.nn.dynamic_rnn(enc_cell, enc_embed_input, dtype=tf.float32)
"""
# TODO: Implement Function
lstm = tf.contrib.rnn.BasicLSTMCell(rnn_size)
cella = tf.contrib.rnn.MultiRNNCell([lstm]*num_layers)
cella = tf.contrib.rnn.DropoutWrapper(cella, output_keep_prob=keep_prob)
RNN_output, RNN_state = tf.nn.dynamic_rnn(cella, rnn_inputs, dtype=tf.float32)
return RNN_state
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_encoding_layer(encoding_layer)
Tests Passed
Create training logits using tf.contrib.seq2seq.simple_decoder_fn_train() and tf.contrib.seq2seq.dynamic_rnn_decoder(). Apply the output_fn to the tf.contrib.seq2seq.dynamic_rnn_decoder() outputs.
def decoding_layer_train(encoder_state, dec_cell, dec_embed_input, sequence_length, decoding_scope,
output_fn, keep_prob):
"""
Create a decoding layer for training
:param encoder_state: Encoder State
:param dec_cell: Decoder RNN Cell
:param dec_embed_input: Decoder embedded input
:param sequence_length: Sequence Length
:param decoding_scope: TenorFlow Variable Scope for decoding
:param output_fn: Function to apply the output layer
:param keep_prob: Dropout keep probability
:return: Train Logits
-------------
with tf.variable_scope("decoding") as decoding_scope:
# Training Decoder
train_decoder_fn = tf.contrib.seq2seq.simple_decoder_fn_train(enc_state)
train_pred, _, _ = tf.contrib.seq2seq.dynamic_rnn_decoder(
dec_cell, train_decoder_fn, dec_embed_input, sequence_length, scope=decoding_scope)
# Apply output function
train_logits = output_fn(train_pred)
"""
# TODO: Implement Function
train_decoder_fn = tf.contrib.seq2seq.simple_decoder_fn_train(encoder_state)
train_pred, _, _ = tf.contrib.seq2seq.dynamic_rnn_decoder(
dec_cell, train_decoder_fn, dec_embed_input, sequence_length, scope=decoding_scope)
# Apply output function
train_logits = output_fn(train_pred)
#Rob - where does kepp_prob go? dropout?
return train_logits
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_decoding_layer_train(decoding_layer_train)
Tests Passed
Create inference logits using tf.contrib.seq2seq.simple_decoder_fn_inference() and tf.contrib.seq2seq.dynamic_rnn_decoder().
def decoding_layer_infer(encoder_state, dec_cell, dec_embeddings, start_of_sequence_id, end_of_sequence_id,
maximum_length, vocab_size, decoding_scope, output_fn, keep_prob):
"""
Create a decoding layer for inference
:param encoder_state: Encoder state
:param dec_cell: Decoder RNN Cell
:param dec_embeddings: Decoder embeddings
:param start_of_sequence_id: GO ID
:param end_of_sequence_id: EOS Id
:param maximum_length: The maximum allowed time steps to decode
:param vocab_size: Size of vocabulary
:param decoding_scope: TensorFlow Variable Scope for decoding
:param output_fn: Function to apply the output layer
:param keep_prob: Dropout keep probability
:return: Inference Logits
-----
with tf.variable_scope("decoding", reuse=True) as decoding_scope:
# Inference Decoder
infer_decoder_fn = tf.contrib.seq2seq.simple_decoder_fn_inference(
output_fn, enc_state, dec_embeddings, target_letter_to_int['<s>'], target_letter_to_int['<\s>'],
sequence_length - 1, target_vocab_size)
inference_logits, _, _ = tf.contrib.seq2seq.dynamic_rnn_decoder(dec_cell, infer_decoder_fn, scope=decoding_scope)
"""
# TODO: Implement Function
#with tf.variable_scope("decoding", reuse=True) as decoding_scope:
# Inference Decoder
infer_decoder_fn = tf.contrib.seq2seq.simple_decoder_fn_inference(
output_fn, encoder_state, dec_embeddings, start_of_sequence_id, end_of_sequence_id, maximum_length , vocab_size)
inference_logits, _, _ = tf.contrib.seq2seq.dynamic_rnn_decoder(dec_cell, infer_decoder_fn, scope=decoding_scope)
return inference_logits
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_decoding_layer_infer(decoding_layer_infer)
Tests Passed
Implement decoding_layer() to create a Decoder RNN layer.
rnn_size and num_layers.lambda to transform it's input, logits, to class logits.decoding_layer_train(encoder_state, dec_cell, dec_embed_input, sequence_length, decoding_scope, output_fn, keep_prob) function to get the training logits.decoding_layer_infer(encoder_state, dec_cell, dec_embeddings, start_of_sequence_id, end_of_sequence_id, maximum_length, vocab_size, decoding_scope, output_fn, keep_prob) function to get the inference logits.Note: You'll need to use tf.variable_scope to share variables between training and inference.
def decoding_layer(dec_embed_input, dec_embeddings, encoder_state, vocab_size, sequence_length, rnn_size,
num_layers, target_vocab_to_int, keep_prob):
"""
Create decoding layer
:param dec_embed_input: Decoder embedded input
:param dec_embeddings: Decoder embeddings
:param encoder_state: The encoded state
:param vocab_size: Size of vocabulary
:param sequence_length: Sequence Length
:param rnn_size: RNN Size
:param num_layers: Number of layers
:param target_vocab_to_int: Dictionary to go from the target words to an id
:param keep_prob: Dropout keep probability
:return: Tuple of (Training Logits, Inference Logits)
------
target_vocab_size = len(target_letter_to_int)
# Decoder Embedding
dec_embeddings = tf.Variable(tf.random_uniform([target_vocab_size, decoding_embedding_size]))
dec_embed_input = tf.nn.embedding_lookup(dec_embeddings, dec_input)
# Decoder RNNs
dec_cell = tf.contrib.rnn.MultiRNNCell([tf.contrib.rnn.BasicLSTMCell(rnn_size)] * num_layers)
with tf.variable_scope("decoding") as decoding_scope:
# Output Layer
output_fn = lambda x: tf.contrib.layers.fully_connected(x, target_vocab_size, None, scope=decoding_scope)
"""
# TODO: Implement Function
end_of_sequence_id = target_vocab_to_int['<EOS>']
start_of_sequence_id = target_vocab_to_int['<GO>']
lstm = tf.contrib.rnn.BasicLSTMCell(rnn_size)
cella = tf.contrib.rnn.MultiRNNCell([lstm]*num_layers)
cellb = tf.contrib.rnn.DropoutWrapper(cella, output_keep_prob=keep_prob)
with tf.variable_scope('decoding') as decoding_scope:
output_fn = lambda x: tf.contrib.layers.fully_connected(x, vocab_size, None, scope=decoding_scope)
train_logits = decoding_layer_train(encoder_state, cellb, dec_embed_input, sequence_length,decoding_scope,output_fn, keep_prob)
with tf.variable_scope('decoding', reuse=True) as decoding_scope:
infer_logits = decoding_layer_infer(encoder_state, cellb, dec_embeddings, start_of_sequence_id,end_of_sequence_id, sequence_length, vocab_size, decoding_scope,output_fn, keep_prob)
return train_logits, infer_logits
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_decoding_layer(decoding_layer)
Tests Passed
Apply the functions you implemented above to:
encoding_layer(rnn_inputs, rnn_size, num_layers, keep_prob).process_decoding_input(target_data, target_vocab_to_int, batch_size) function.decoding_layer(dec_embed_input, dec_embeddings, encoder_state, vocab_size, sequence_length, rnn_size, num_layers, target_vocab_to_int, keep_prob).def seq2seq_model(input_data, target_data, keep_prob, batch_size, sequence_length, source_vocab_size, target_vocab_size,
enc_embedding_size, dec_embedding_size, rnn_size, num_layers, target_vocab_to_int):
"""
Build the Sequence-to-Sequence part of the neural network
:param input_data: Input placeholder
:param target_data: Target placeholder
:param keep_prob: Dropout keep probability placeholder
:param batch_size: Batch Size
:param sequence_length: Sequence Length
:param source_vocab_size: Source vocabulary size
:param target_vocab_size: Target vocabulary size
:param enc_embedding_size: Decoder embedding size
:param dec_embedding_size: Encoder embedding size
:param rnn_size: RNN Size
:param num_layers: Number of layers
:param target_vocab_to_int: Dictionary to go from the target words to an id
:return: Tuple of (Training Logits, Inference Logits)
-----
enc_embed_input = tf.contrib.layers.embed_sequence(input_data, source_vocab_size, encoding_embedding_size)
dec_input = tf.concat([tf.fill([batch_size, 1], target_letter_to_int['<s>']), ending], 1)
# Decoder Embedding
dec_embeddings = tf.Variable(tf.random_uniform([target_vocab_size, decoding_embedding_size]))
dec_embed_input = tf.nn.embedding_lookup(dec_embeddings, dec_input)
"""
# TODO: Implement Function
enc_embed_input = tf.contrib.layers.embed_sequence(input_data, source_vocab_size, enc_embedding_size)
encoder_state = encoding_layer(enc_embed_input, rnn_size, num_layers, keep_prob)
# Decoder Embedding
dec_embeddings = tf.Variable(tf.random_uniform([target_vocab_size, dec_embedding_size]))
dec_input = process_decoding_input(target_data, target_vocab_to_int, batch_size)
dec_embed_input = tf.nn.embedding_lookup(dec_embeddings, dec_input)
train, infer = decoding_layer(dec_embed_input, dec_embeddings, encoder_state, target_vocab_size, sequence_length, rnn_size, num_layers, target_vocab_to_int, keep_prob)
return (train, infer)
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_seq2seq_model(seq2seq_model)
Tests Passed
Tune the following parameters:
epochs to the number of epochs.batch_size to the batch size.rnn_size to the size of the RNNs.num_layers to the number of layers.encoding_embedding_size to the size of the embedding for the encoder.decoding_embedding_size to the size of the embedding for the decoder.learning_rate to the learning rate.keep_probability to the Dropout keep probability# Number of Epochs
epochs = 2
# Batch Size
batch_size = 256
# RNN Size
rnn_size = 100
# Number of Layers
num_layers = 2
# Embedding Size
encoding_embedding_size = 48
decoding_embedding_size = 48
# Learning Rate
learning_rate = 0.01
# Dropout Keep Probability
keep_probability = 0.75
Build the graph using the neural network you implemented.
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
save_path = 'checkpoints/dev'
(source_int_text, target_int_text), (source_vocab_to_int, target_vocab_to_int), _ = helper.load_preprocess()
max_source_sentence_length = max([len(sentence) for sentence in source_int_text])
train_graph = tf.Graph()
with train_graph.as_default():
input_data, targets, lr, keep_prob = model_inputs()
sequence_length = tf.placeholder_with_default(max_source_sentence_length, None, name='sequence_length')
input_shape = tf.shape(input_data)
train_logits, inference_logits = seq2seq_model(
tf.reverse(input_data, [-1]), targets, keep_prob, batch_size, sequence_length, len(source_vocab_to_int), len(target_vocab_to_int),
encoding_embedding_size, decoding_embedding_size, rnn_size, num_layers, target_vocab_to_int)
tf.identity(inference_logits, 'logits')
with tf.name_scope("optimization"):
# Loss function
cost = tf.contrib.seq2seq.sequence_loss(
train_logits,
targets,
tf.ones([input_shape[0], sequence_length]))
# Optimizer
optimizer = tf.train.AdamOptimizer(lr)
# Gradient Clipping
gradients = optimizer.compute_gradients(cost)
capped_gradients = [(tf.clip_by_value(grad, -1., 1.), var) for grad, var in gradients if grad is not None]
train_op = optimizer.apply_gradients(capped_gradients)
Train the neural network on the preprocessed data. If you have a hard time getting a good loss, check the forms to see if anyone is having the same problem.
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import time
def get_accuracy(target, logits):
"""
Calculate accuracy
"""
max_seq = max(target.shape[1], logits.shape[1])
if max_seq - target.shape[1]:
target = np.pad(
target,
[(0,0),(0,max_seq - target.shape[1])],
'constant')
if max_seq - logits.shape[1]:
logits = np.pad(
logits,
[(0,0),(0,max_seq - logits.shape[1]), (0,0)],
'constant')
return np.mean(np.equal(target, np.argmax(logits, 2)))
train_source = source_int_text[batch_size:]
train_target = target_int_text[batch_size:]
valid_source = helper.pad_sentence_batch(source_int_text[:batch_size])
valid_target = helper.pad_sentence_batch(target_int_text[:batch_size])
with tf.Session(graph=train_graph) as sess:
sess.run(tf.global_variables_initializer())
for epoch_i in range(epochs):
for batch_i, (source_batch, target_batch) in enumerate(
helper.batch_data(train_source, train_target, batch_size)):
start_time = time.time()
_, loss = sess.run(
[train_op, cost],
{input_data: source_batch,
targets: target_batch,
lr: learning_rate,
sequence_length: target_batch.shape[1],
keep_prob: keep_probability})
batch_train_logits = sess.run(
inference_logits,
{input_data: source_batch, keep_prob: 1.0})
batch_valid_logits = sess.run(
inference_logits,
{input_data: valid_source, keep_prob: 1.0})
train_acc = get_accuracy(target_batch, batch_train_logits)
valid_acc = get_accuracy(np.array(valid_target), batch_valid_logits)
end_time = time.time()
print('Epoch {:>3} Batch {:>4}/{} - Train Accuracy: {:>6.3f}, Validation Accuracy: {:>6.3f}, Loss: {:>6.3f}'
.format(epoch_i, batch_i, len(source_int_text) // batch_size, train_acc, valid_acc, loss))
# Save Model
saver = tf.train.Saver()
saver.save(sess, save_path)
print('Model Trained and Saved')
Epoch 0 Batch 0/538 - Train Accuracy: 0.234, Validation Accuracy: 0.316, Loss: 5.907 Epoch 0 Batch 1/538 - Train Accuracy: 0.231, Validation Accuracy: 0.316, Loss: 5.576 Epoch 0 Batch 2/538 - Train Accuracy: 0.252, Validation Accuracy: 0.316, Loss: 4.795 Epoch 0 Batch 3/538 - Train Accuracy: 0.261, Validation Accuracy: 0.345, Loss: 4.292 Epoch 0 Batch 4/538 - Train Accuracy: 0.275, Validation Accuracy: 0.347, Loss: 3.829 Epoch 0 Batch 5/538 - Train Accuracy: 0.299, Validation Accuracy: 0.347, Loss: 3.484 Epoch 0 Batch 6/538 - Train Accuracy: 0.305, Validation Accuracy: 0.347, Loss: 3.451 Epoch 0 Batch 7/538 - Train Accuracy: 0.310, Validation Accuracy: 0.377, Loss: 3.463 Epoch 0 Batch 8/538 - Train Accuracy: 0.315, Validation Accuracy: 0.380, Loss: 3.410 Epoch 0 Batch 9/538 - Train Accuracy: 0.320, Validation Accuracy: 0.382, Loss: 3.325 Epoch 0 Batch 10/538 - Train Accuracy: 0.289, Validation Accuracy: 0.371, Loss: 3.345 Epoch 0 Batch 11/538 - Train Accuracy: 0.303, Validation Accuracy: 0.372, Loss: 3.284 Epoch 0 Batch 12/538 - Train Accuracy: 0.265, Validation Accuracy: 0.347, Loss: 3.283 Epoch 0 Batch 13/538 - Train Accuracy: 0.347, Validation Accuracy: 0.377, Loss: 3.033 Epoch 0 Batch 14/538 - Train Accuracy: 0.312, Validation Accuracy: 0.380, Loss: 3.173 Epoch 0 Batch 15/538 - Train Accuracy: 0.359, Validation Accuracy: 0.390, Loss: 3.054 Epoch 0 Batch 16/538 - Train Accuracy: 0.351, Validation Accuracy: 0.388, Loss: 2.979 Epoch 0 Batch 17/538 - Train Accuracy: 0.327, Validation Accuracy: 0.394, Loss: 3.096 Epoch 0 Batch 18/538 - Train Accuracy: 0.329, Validation Accuracy: 0.396, Loss: 3.079 Epoch 0 Batch 19/538 - Train Accuracy: 0.336, Validation Accuracy: 0.405, Loss: 3.053 Epoch 0 Batch 20/538 - Train Accuracy: 0.363, Validation Accuracy: 0.403, Loss: 2.886 Epoch 0 Batch 21/538 - Train Accuracy: 0.299, Validation Accuracy: 0.402, Loss: 3.600 Epoch 0 Batch 22/538 - Train Accuracy: 0.344, Validation Accuracy: 0.404, Loss: 3.535 Epoch 0 Batch 23/538 - Train Accuracy: 0.384, Validation Accuracy: 0.434, Loss: 3.286 Epoch 0 Batch 24/538 - Train Accuracy: 0.376, Validation Accuracy: 0.418, Loss: 2.909 Epoch 0 Batch 25/538 - Train Accuracy: 0.364, Validation Accuracy: 0.419, Loss: 2.927 Epoch 0 Batch 26/538 - Train Accuracy: 0.352, Validation Accuracy: 0.417, Loss: 2.931 Epoch 0 Batch 27/538 - Train Accuracy: 0.366, Validation Accuracy: 0.423, Loss: 2.863 Epoch 0 Batch 28/538 - Train Accuracy: 0.412, Validation Accuracy: 0.411, Loss: 2.598 Epoch 0 Batch 29/538 - Train Accuracy: 0.390, Validation Accuracy: 0.429, Loss: 2.740 Epoch 0 Batch 30/538 - Train Accuracy: 0.367, Validation Accuracy: 0.418, Loss: 2.821 Epoch 0 Batch 31/538 - Train Accuracy: 0.392, Validation Accuracy: 0.425, Loss: 2.660 Epoch 0 Batch 32/538 - Train Accuracy: 0.370, Validation Accuracy: 0.415, Loss: 2.826 Epoch 0 Batch 33/538 - Train Accuracy: 0.409, Validation Accuracy: 0.439, Loss: 2.671 Epoch 0 Batch 34/538 - Train Accuracy: 0.380, Validation Accuracy: 0.436, Loss: 2.715 Epoch 0 Batch 35/538 - Train Accuracy: 0.384, Validation Accuracy: 0.448, Loss: 2.720 Epoch 0 Batch 36/538 - Train Accuracy: 0.403, Validation Accuracy: 0.435, Loss: 2.536 Epoch 0 Batch 37/538 - Train Accuracy: 0.403, Validation Accuracy: 0.452, Loss: 2.641 Epoch 0 Batch 38/538 - Train Accuracy: 0.390, Validation Accuracy: 0.458, Loss: 2.619 Epoch 0 Batch 39/538 - Train Accuracy: 0.393, Validation Accuracy: 0.447, Loss: 2.585 Epoch 0 Batch 40/538 - Train Accuracy: 0.451, Validation Accuracy: 0.449, Loss: 2.366 Epoch 0 Batch 41/538 - Train Accuracy: 0.394, Validation Accuracy: 0.441, Loss: 2.524 Epoch 0 Batch 42/538 - Train Accuracy: 0.399, Validation Accuracy: 0.446, Loss: 2.508 Epoch 0 Batch 43/538 - Train Accuracy: 0.418, Validation Accuracy: 0.457, Loss: 2.511 Epoch 0 Batch 44/538 - Train Accuracy: 0.403, Validation Accuracy: 0.458, Loss: 2.481 Epoch 0 Batch 45/538 - Train Accuracy: 0.431, Validation Accuracy: 0.461, Loss: 2.354 Epoch 0 Batch 46/538 - Train Accuracy: 0.402, Validation Accuracy: 0.456, Loss: 2.413 Epoch 0 Batch 47/538 - Train Accuracy: 0.430, Validation Accuracy: 0.457, Loss: 2.287 Epoch 0 Batch 48/538 - Train Accuracy: 0.446, Validation Accuracy: 0.459, Loss: 2.262 Epoch 0 Batch 49/538 - Train Accuracy: 0.403, Validation Accuracy: 0.475, Loss: 2.380 Epoch 0 Batch 50/538 - Train Accuracy: 0.441, Validation Accuracy: 0.478, Loss: 2.285 Epoch 0 Batch 51/538 - Train Accuracy: 0.370, Validation Accuracy: 0.473, Loss: 2.419 Epoch 0 Batch 52/538 - Train Accuracy: 0.414, Validation Accuracy: 0.457, Loss: 2.253 Epoch 0 Batch 53/538 - Train Accuracy: 0.473, Validation Accuracy: 0.485, Loss: 2.090 Epoch 0 Batch 54/538 - Train Accuracy: 0.447, Validation Accuracy: 0.486, Loss: 2.198 Epoch 0 Batch 55/538 - Train Accuracy: 0.391, Validation Accuracy: 0.461, Loss: 2.231 Epoch 0 Batch 56/538 - Train Accuracy: 0.449, Validation Accuracy: 0.482, Loss: 2.131 Epoch 0 Batch 57/538 - Train Accuracy: 0.416, Validation Accuracy: 0.490, Loss: 2.209 Epoch 0 Batch 58/538 - Train Accuracy: 0.404, Validation Accuracy: 0.480, Loss: 2.184 Epoch 0 Batch 59/538 - Train Accuracy: 0.429, Validation Accuracy: 0.489, Loss: 2.150 Epoch 0 Batch 60/538 - Train Accuracy: 0.416, Validation Accuracy: 0.483, Loss: 2.115 Epoch 0 Batch 61/538 - Train Accuracy: 0.433, Validation Accuracy: 0.488, Loss: 2.064 Epoch 0 Batch 62/538 - Train Accuracy: 0.447, Validation Accuracy: 0.488, Loss: 2.028 Epoch 0 Batch 63/538 - Train Accuracy: 0.463, Validation Accuracy: 0.488, Loss: 1.977 Epoch 0 Batch 64/538 - Train Accuracy: 0.464, Validation Accuracy: 0.489, Loss: 1.965 Epoch 0 Batch 65/538 - Train Accuracy: 0.424, Validation Accuracy: 0.486, Loss: 2.076 Epoch 0 Batch 66/538 - Train Accuracy: 0.446, Validation Accuracy: 0.483, Loss: 1.908 Epoch 0 Batch 67/538 - Train Accuracy: 0.437, Validation Accuracy: 0.477, Loss: 2.010 Epoch 0 Batch 68/538 - Train Accuracy: 0.459, Validation Accuracy: 0.488, Loss: 1.858 Epoch 0 Batch 69/538 - Train Accuracy: 0.432, Validation Accuracy: 0.489, Loss: 1.966 Epoch 0 Batch 70/538 - Train Accuracy: 0.465, Validation Accuracy: 0.488, Loss: 1.881 Epoch 0 Batch 71/538 - Train Accuracy: 0.433, Validation Accuracy: 0.489, Loss: 1.923 Epoch 0 Batch 72/538 - Train Accuracy: 0.454, Validation Accuracy: 0.472, Loss: 1.852 Epoch 0 Batch 73/538 - Train Accuracy: 0.384, Validation Accuracy: 0.456, Loss: 1.962 Epoch 0 Batch 74/538 - Train Accuracy: 0.476, Validation Accuracy: 0.488, Loss: 1.940 Epoch 0 Batch 75/538 - Train Accuracy: 0.466, Validation Accuracy: 0.483, Loss: 1.845 Epoch 0 Batch 76/538 - Train Accuracy: 0.398, Validation Accuracy: 0.465, Loss: 1.957 Epoch 0 Batch 77/538 - Train Accuracy: 0.418, Validation Accuracy: 0.492, Loss: 1.929 Epoch 0 Batch 78/538 - Train Accuracy: 0.444, Validation Accuracy: 0.479, Loss: 1.809 Epoch 0 Batch 79/538 - Train Accuracy: 0.455, Validation Accuracy: 0.491, Loss: 1.796 Epoch 0 Batch 80/538 - Train Accuracy: 0.416, Validation Accuracy: 0.484, Loss: 1.852 Epoch 0 Batch 81/538 - Train Accuracy: 0.433, Validation Accuracy: 0.490, Loss: 1.853 Epoch 0 Batch 82/538 - Train Accuracy: 0.438, Validation Accuracy: 0.488, Loss: 1.747 Epoch 0 Batch 83/538 - Train Accuracy: 0.418, Validation Accuracy: 0.490, Loss: 1.808 Epoch 0 Batch 84/538 - Train Accuracy: 0.453, Validation Accuracy: 0.490, Loss: 1.690 Epoch 0 Batch 85/538 - Train Accuracy: 0.473, Validation Accuracy: 0.490, Loss: 1.628 Epoch 0 Batch 86/538 - Train Accuracy: 0.429, Validation Accuracy: 0.483, Loss: 1.752 Epoch 0 Batch 87/538 - Train Accuracy: 0.431, Validation Accuracy: 0.487, Loss: 1.688 Epoch 0 Batch 88/538 - Train Accuracy: 0.429, Validation Accuracy: 0.491, Loss: 1.705 Epoch 0 Batch 89/538 - Train Accuracy: 0.426, Validation Accuracy: 0.470, Loss: 1.677 Epoch 0 Batch 90/538 - Train Accuracy: 0.375, Validation Accuracy: 0.397, Loss: 1.606 Epoch 0 Batch 91/538 - Train Accuracy: 0.319, Validation Accuracy: 0.399, Loss: 1.688 Epoch 0 Batch 92/538 - Train Accuracy: 0.397, Validation Accuracy: 0.451, Loss: 1.604 Epoch 0 Batch 93/538 - Train Accuracy: 0.368, Validation Accuracy: 0.447, Loss: 1.634 Epoch 0 Batch 94/538 - Train Accuracy: 0.375, Validation Accuracy: 0.437, Loss: 1.632 Epoch 0 Batch 95/538 - Train Accuracy: 0.489, Validation Accuracy: 0.485, Loss: 1.454 Epoch 0 Batch 96/538 - Train Accuracy: 0.463, Validation Accuracy: 0.491, Loss: 1.448 Epoch 0 Batch 97/538 - Train Accuracy: 0.416, Validation Accuracy: 0.471, Loss: 1.537 Epoch 0 Batch 98/538 - Train Accuracy: 0.454, Validation Accuracy: 0.462, Loss: 1.411 Epoch 0 Batch 99/538 - Train Accuracy: 0.419, Validation Accuracy: 0.480, Loss: 1.521 Epoch 0 Batch 100/538 - Train Accuracy: 0.437, Validation Accuracy: 0.482, Loss: 1.439 Epoch 0 Batch 101/538 - Train Accuracy: 0.412, Validation Accuracy: 0.465, Loss: 1.448 Epoch 0 Batch 102/538 - Train Accuracy: 0.414, Validation Accuracy: 0.470, Loss: 1.477 Epoch 0 Batch 103/538 - Train Accuracy: 0.435, Validation Accuracy: 0.481, Loss: 1.409 Epoch 0 Batch 104/538 - Train Accuracy: 0.456, Validation Accuracy: 0.480, Loss: 1.377 Epoch 0 Batch 105/538 - Train Accuracy: 0.439, Validation Accuracy: 0.466, Loss: 1.316 Epoch 0 Batch 106/538 - Train Accuracy: 0.416, Validation Accuracy: 0.454, Loss: 1.348 Epoch 0 Batch 107/538 - Train Accuracy: 0.388, Validation Accuracy: 0.448, Loss: 1.385 Epoch 0 Batch 108/538 - Train Accuracy: 0.428, Validation Accuracy: 0.449, Loss: 1.338 Epoch 0 Batch 109/538 - Train Accuracy: 0.416, Validation Accuracy: 0.458, Loss: 1.306 Epoch 0 Batch 110/538 - Train Accuracy: 0.399, Validation Accuracy: 0.447, Loss: 1.352 Epoch 0 Batch 111/538 - Train Accuracy: 0.403, Validation Accuracy: 0.420, Loss: 1.239 Epoch 0 Batch 112/538 - Train Accuracy: 0.387, Validation Accuracy: 0.433, Loss: 1.293 Epoch 0 Batch 113/538 - Train Accuracy: 0.425, Validation Accuracy: 0.468, Loss: 1.289 Epoch 0 Batch 114/538 - Train Accuracy: 0.454, Validation Accuracy: 0.468, Loss: 1.201 Epoch 0 Batch 115/538 - Train Accuracy: 0.421, Validation Accuracy: 0.467, Loss: 1.226 Epoch 0 Batch 116/538 - Train Accuracy: 0.459, Validation Accuracy: 0.497, Loss: 1.218 Epoch 0 Batch 117/538 - Train Accuracy: 0.479, Validation Accuracy: 0.501, Loss: 1.158 Epoch 0 Batch 118/538 - Train Accuracy: 0.484, Validation Accuracy: 0.498, Loss: 1.147 Epoch 0 Batch 119/538 - Train Accuracy: 0.433, Validation Accuracy: 0.469, Loss: 1.122 Epoch 0 Batch 120/538 - Train Accuracy: 0.430, Validation Accuracy: 0.480, Loss: 1.150 Epoch 0 Batch 121/538 - Train Accuracy: 0.472, Validation Accuracy: 0.481, Loss: 1.092 Epoch 0 Batch 122/538 - Train Accuracy: 0.441, Validation Accuracy: 0.477, Loss: 1.087 Epoch 0 Batch 123/538 - Train Accuracy: 0.458, Validation Accuracy: 0.475, Loss: 1.076 Epoch 0 Batch 124/538 - Train Accuracy: 0.502, Validation Accuracy: 0.510, Loss: 1.038 Epoch 0 Batch 125/538 - Train Accuracy: 0.459, Validation Accuracy: 0.485, Loss: 1.073 Epoch 0 Batch 126/538 - Train Accuracy: 0.486, Validation Accuracy: 0.475, Loss: 1.045 Epoch 0 Batch 127/538 - Train Accuracy: 0.429, Validation Accuracy: 0.478, Loss: 1.118 Epoch 0 Batch 128/538 - Train Accuracy: 0.460, Validation Accuracy: 0.481, Loss: 1.054 Epoch 0 Batch 129/538 - Train Accuracy: 0.462, Validation Accuracy: 0.487, Loss: 1.031 Epoch 0 Batch 130/538 - Train Accuracy: 0.465, Validation Accuracy: 0.493, Loss: 1.019 Epoch 0 Batch 131/538 - Train Accuracy: 0.451, Validation Accuracy: 0.486, Loss: 1.058 Epoch 0 Batch 132/538 - Train Accuracy: 0.505, Validation Accuracy: 0.525, Loss: 0.997 Epoch 0 Batch 133/538 - Train Accuracy: 0.505, Validation Accuracy: 0.514, Loss: 0.961 Epoch 0 Batch 134/538 - Train Accuracy: 0.479, Validation Accuracy: 0.522, Loss: 1.074 Epoch 0 Batch 135/538 - Train Accuracy: 0.489, Validation Accuracy: 0.522, Loss: 1.005 Epoch 0 Batch 136/538 - Train Accuracy: 0.488, Validation Accuracy: 0.523, Loss: 0.991 Epoch 0 Batch 137/538 - Train Accuracy: 0.493, Validation Accuracy: 0.526, Loss: 0.987 Epoch 0 Batch 138/538 - Train Accuracy: 0.495, Validation Accuracy: 0.529, Loss: 0.975 Epoch 0 Batch 139/538 - Train Accuracy: 0.476, Validation Accuracy: 0.527, Loss: 1.058 Epoch 0 Batch 140/538 - Train Accuracy: 0.466, Validation Accuracy: 0.531, Loss: 1.053 Epoch 0 Batch 141/538 - Train Accuracy: 0.488, Validation Accuracy: 0.529, Loss: 1.032 Epoch 0 Batch 142/538 - Train Accuracy: 0.507, Validation Accuracy: 0.523, Loss: 0.925 Epoch 0 Batch 143/538 - Train Accuracy: 0.475, Validation Accuracy: 0.524, Loss: 0.981 Epoch 0 Batch 144/538 - Train Accuracy: 0.495, Validation Accuracy: 0.530, Loss: 0.982 Epoch 0 Batch 145/538 - Train Accuracy: 0.510, Validation Accuracy: 0.531, Loss: 0.960 Epoch 0 Batch 146/538 - Train Accuracy: 0.509, Validation Accuracy: 0.533, Loss: 0.895 Epoch 0 Batch 147/538 - Train Accuracy: 0.520, Validation Accuracy: 0.541, Loss: 0.921 Epoch 0 Batch 148/538 - Train Accuracy: 0.486, Validation Accuracy: 0.539, Loss: 1.011 Epoch 0 Batch 149/538 - Train Accuracy: 0.487, Validation Accuracy: 0.526, Loss: 0.920 Epoch 0 Batch 150/538 - Train Accuracy: 0.510, Validation Accuracy: 0.528, Loss: 0.939 Epoch 0 Batch 151/538 - Train Accuracy: 0.499, Validation Accuracy: 0.520, Loss: 0.899 Epoch 0 Batch 152/538 - Train Accuracy: 0.513, Validation Accuracy: 0.524, Loss: 0.892 Epoch 0 Batch 153/538 - Train Accuracy: 0.495, Validation Accuracy: 0.531, Loss: 0.931 Epoch 0 Batch 154/538 - Train Accuracy: 0.507, Validation Accuracy: 0.540, Loss: 0.877 Epoch 0 Batch 155/538 - Train Accuracy: 0.547, Validation Accuracy: 0.544, Loss: 0.897 Epoch 0 Batch 156/538 - Train Accuracy: 0.501, Validation Accuracy: 0.536, Loss: 0.892 Epoch 0 Batch 157/538 - Train Accuracy: 0.507, Validation Accuracy: 0.539, Loss: 0.863 Epoch 0 Batch 158/538 - Train Accuracy: 0.500, Validation Accuracy: 0.540, Loss: 0.921 Epoch 0 Batch 159/538 - Train Accuracy: 0.488, Validation Accuracy: 0.538, Loss: 0.905 Epoch 0 Batch 160/538 - Train Accuracy: 0.510, Validation Accuracy: 0.529, Loss: 0.843 Epoch 0 Batch 161/538 - Train Accuracy: 0.525, Validation Accuracy: 0.550, Loss: 0.869 Epoch 0 Batch 162/538 - Train Accuracy: 0.566, Validation Accuracy: 0.563, Loss: 0.846 Epoch 0 Batch 163/538 - Train Accuracy: 0.518, Validation Accuracy: 0.556, Loss: 0.877 Epoch 0 Batch 164/538 - Train Accuracy: 0.519, Validation Accuracy: 0.563, Loss: 0.902 Epoch 0 Batch 165/538 - Train Accuracy: 0.551, Validation Accuracy: 0.573, Loss: 0.801 Epoch 0 Batch 166/538 - Train Accuracy: 0.543, Validation Accuracy: 0.571, Loss: 0.861 Epoch 0 Batch 167/538 - Train Accuracy: 0.569, Validation Accuracy: 0.567, Loss: 0.832 Epoch 0 Batch 168/538 - Train Accuracy: 0.524, Validation Accuracy: 0.573, Loss: 0.891 Epoch 0 Batch 169/538 - Train Accuracy: 0.521, Validation Accuracy: 0.559, Loss: 0.826 Epoch 0 Batch 170/538 - Train Accuracy: 0.548, Validation Accuracy: 0.570, Loss: 0.833 Epoch 0 Batch 171/538 - Train Accuracy: 0.522, Validation Accuracy: 0.573, Loss: 0.865 Epoch 0 Batch 172/538 - Train Accuracy: 0.543, Validation Accuracy: 0.563, Loss: 0.815 Epoch 0 Batch 173/538 - Train Accuracy: 0.523, Validation Accuracy: 0.542, Loss: 0.803 Epoch 0 Batch 174/538 - Train Accuracy: 0.479, Validation Accuracy: 0.553, Loss: 0.866 Epoch 0 Batch 175/538 - Train Accuracy: 0.494, Validation Accuracy: 0.564, Loss: 0.866 Epoch 0 Batch 176/538 - Train Accuracy: 0.524, Validation Accuracy: 0.564, Loss: 0.869 Epoch 0 Batch 177/538 - Train Accuracy: 0.542, Validation Accuracy: 0.573, Loss: 0.833 Epoch 0 Batch 178/538 - Train Accuracy: 0.556, Validation Accuracy: 0.565, Loss: 0.793 Epoch 0 Batch 179/538 - Train Accuracy: 0.530, Validation Accuracy: 0.573, Loss: 0.831 Epoch 0 Batch 180/538 - Train Accuracy: 0.566, Validation Accuracy: 0.572, Loss: 0.806 Epoch 0 Batch 181/538 - Train Accuracy: 0.507, Validation Accuracy: 0.565, Loss: 0.839 Epoch 0 Batch 182/538 - Train Accuracy: 0.500, Validation Accuracy: 0.567, Loss: 0.833 Epoch 0 Batch 183/538 - Train Accuracy: 0.554, Validation Accuracy: 0.585, Loss: 0.760 Epoch 0 Batch 184/538 - Train Accuracy: 0.529, Validation Accuracy: 0.561, Loss: 0.773 Epoch 0 Batch 185/538 - Train Accuracy: 0.549, Validation Accuracy: 0.565, Loss: 0.796 Epoch 0 Batch 186/538 - Train Accuracy: 0.539, Validation Accuracy: 0.566, Loss: 0.801 Epoch 0 Batch 187/538 - Train Accuracy: 0.575, Validation Accuracy: 0.571, Loss: 0.766 Epoch 0 Batch 188/538 - Train Accuracy: 0.531, Validation Accuracy: 0.577, Loss: 0.805 Epoch 0 Batch 189/538 - Train Accuracy: 0.543, Validation Accuracy: 0.550, Loss: 0.812 Epoch 0 Batch 190/538 - Train Accuracy: 0.549, Validation Accuracy: 0.553, Loss: 0.807 Epoch 0 Batch 191/538 - Train Accuracy: 0.571, Validation Accuracy: 0.571, Loss: 0.779 Epoch 0 Batch 192/538 - Train Accuracy: 0.541, Validation Accuracy: 0.575, Loss: 0.782 Epoch 0 Batch 193/538 - Train Accuracy: 0.554, Validation Accuracy: 0.572, Loss: 0.751 Epoch 0 Batch 194/538 - Train Accuracy: 0.512, Validation Accuracy: 0.561, Loss: 0.816 Epoch 0 Batch 195/538 - Train Accuracy: 0.557, Validation Accuracy: 0.568, Loss: 0.763 Epoch 0 Batch 196/538 - Train Accuracy: 0.533, Validation Accuracy: 0.562, Loss: 0.751 Epoch 0 Batch 197/538 - Train Accuracy: 0.560, Validation Accuracy: 0.565, Loss: 0.753 Epoch 0 Batch 198/538 - Train Accuracy: 0.595, Validation Accuracy: 0.583, Loss: 0.751 Epoch 0 Batch 199/538 - Train Accuracy: 0.516, Validation Accuracy: 0.576, Loss: 0.797 Epoch 0 Batch 200/538 - Train Accuracy: 0.552, Validation Accuracy: 0.567, Loss: 0.768 Epoch 0 Batch 201/538 - Train Accuracy: 0.556, Validation Accuracy: 0.564, Loss: 0.756 Epoch 0 Batch 202/538 - Train Accuracy: 0.557, Validation Accuracy: 0.582, Loss: 0.807 Epoch 0 Batch 203/538 - Train Accuracy: 0.546, Validation Accuracy: 0.586, Loss: 0.797 Epoch 0 Batch 204/538 - Train Accuracy: 0.550, Validation Accuracy: 0.591, Loss: 0.776 Epoch 0 Batch 205/538 - Train Accuracy: 0.596, Validation Accuracy: 0.597, Loss: 0.730 Epoch 0 Batch 206/538 - Train Accuracy: 0.552, Validation Accuracy: 0.589, Loss: 0.785 Epoch 0 Batch 207/538 - Train Accuracy: 0.562, Validation Accuracy: 0.594, Loss: 0.730 Epoch 0 Batch 208/538 - Train Accuracy: 0.555, Validation Accuracy: 0.591, Loss: 0.767 Epoch 0 Batch 209/538 - Train Accuracy: 0.552, Validation Accuracy: 0.586, Loss: 0.771 Epoch 0 Batch 210/538 - Train Accuracy: 0.544, Validation Accuracy: 0.582, Loss: 0.743 Epoch 0 Batch 211/538 - Train Accuracy: 0.540, Validation Accuracy: 0.575, Loss: 0.771 Epoch 0 Batch 212/538 - Train Accuracy: 0.564, Validation Accuracy: 0.584, Loss: 0.729 Epoch 0 Batch 213/538 - Train Accuracy: 0.559, Validation Accuracy: 0.589, Loss: 0.735 Epoch 0 Batch 214/538 - Train Accuracy: 0.582, Validation Accuracy: 0.600, Loss: 0.740 Epoch 0 Batch 215/538 - Train Accuracy: 0.567, Validation Accuracy: 0.596, Loss: 0.747 Epoch 0 Batch 216/538 - Train Accuracy: 0.554, Validation Accuracy: 0.594, Loss: 0.766 Epoch 0 Batch 217/538 - Train Accuracy: 0.610, Validation Accuracy: 0.599, Loss: 0.711 Epoch 0 Batch 218/538 - Train Accuracy: 0.550, Validation Accuracy: 0.599, Loss: 0.732 Epoch 0 Batch 219/538 - Train Accuracy: 0.546, Validation Accuracy: 0.590, Loss: 0.751 Epoch 0 Batch 220/538 - Train Accuracy: 0.550, Validation Accuracy: 0.596, Loss: 0.692 Epoch 0 Batch 221/538 - Train Accuracy: 0.584, Validation Accuracy: 0.598, Loss: 0.690 Epoch 0 Batch 222/538 - Train Accuracy: 0.570, Validation Accuracy: 0.603, Loss: 0.681 Epoch 0 Batch 223/538 - Train Accuracy: 0.554, Validation Accuracy: 0.599, Loss: 0.736 Epoch 0 Batch 224/538 - Train Accuracy: 0.551, Validation Accuracy: 0.596, Loss: 0.737 Epoch 0 Batch 225/538 - Train Accuracy: 0.591, Validation Accuracy: 0.596, Loss: 0.695 Epoch 0 Batch 226/538 - Train Accuracy: 0.612, Validation Accuracy: 0.601, Loss: 0.690 Epoch 0 Batch 227/538 - Train Accuracy: 0.604, Validation Accuracy: 0.596, Loss: 0.660 Epoch 0 Batch 228/538 - Train Accuracy: 0.561, Validation Accuracy: 0.589, Loss: 0.677 Epoch 0 Batch 229/538 - Train Accuracy: 0.588, Validation Accuracy: 0.604, Loss: 0.693 Epoch 0 Batch 230/538 - Train Accuracy: 0.567, Validation Accuracy: 0.607, Loss: 0.700 Epoch 0 Batch 231/538 - Train Accuracy: 0.574, Validation Accuracy: 0.608, Loss: 0.709 Epoch 0 Batch 232/538 - Train Accuracy: 0.584, Validation Accuracy: 0.608, Loss: 0.701 Epoch 0 Batch 233/538 - Train Accuracy: 0.617, Validation Accuracy: 0.612, Loss: 0.692 Epoch 0 Batch 234/538 - Train Accuracy: 0.558, Validation Accuracy: 0.614, Loss: 0.706 Epoch 0 Batch 235/538 - Train Accuracy: 0.602, Validation Accuracy: 0.614, Loss: 0.665 Epoch 0 Batch 236/538 - Train Accuracy: 0.578, Validation Accuracy: 0.614, Loss: 0.711 Epoch 0 Batch 237/538 - Train Accuracy: 0.601, Validation Accuracy: 0.604, Loss: 0.670 Epoch 0 Batch 238/538 - Train Accuracy: 0.628, Validation Accuracy: 0.608, Loss: 0.663 Epoch 0 Batch 239/538 - Train Accuracy: 0.596, Validation Accuracy: 0.612, Loss: 0.697 Epoch 0 Batch 240/538 - Train Accuracy: 0.593, Validation Accuracy: 0.611, Loss: 0.689 Epoch 0 Batch 241/538 - Train Accuracy: 0.567, Validation Accuracy: 0.611, Loss: 0.702 Epoch 0 Batch 242/538 - Train Accuracy: 0.605, Validation Accuracy: 0.605, Loss: 0.679 Epoch 0 Batch 243/538 - Train Accuracy: 0.567, Validation Accuracy: 0.604, Loss: 0.722 Epoch 0 Batch 244/538 - Train Accuracy: 0.596, Validation Accuracy: 0.603, Loss: 0.661 Epoch 0 Batch 245/538 - Train Accuracy: 0.568, Validation Accuracy: 0.608, Loss: 0.696 Epoch 0 Batch 246/538 - Train Accuracy: 0.606, Validation Accuracy: 0.605, Loss: 0.631 Epoch 0 Batch 247/538 - Train Accuracy: 0.589, Validation Accuracy: 0.613, Loss: 0.675 Epoch 0 Batch 248/538 - Train Accuracy: 0.599, Validation Accuracy: 0.612, Loss: 0.685 Epoch 0 Batch 249/538 - Train Accuracy: 0.599, Validation Accuracy: 0.607, Loss: 0.647 Epoch 0 Batch 250/538 - Train Accuracy: 0.592, Validation Accuracy: 0.605, Loss: 0.669 Epoch 0 Batch 251/538 - Train Accuracy: 0.580, Validation Accuracy: 0.605, Loss: 0.683 Epoch 0 Batch 252/538 - Train Accuracy: 0.607, Validation Accuracy: 0.606, Loss: 0.624 Epoch 0 Batch 253/538 - Train Accuracy: 0.591, Validation Accuracy: 0.599, Loss: 0.636 Epoch 0 Batch 254/538 - Train Accuracy: 0.603, Validation Accuracy: 0.603, Loss: 0.675 Epoch 0 Batch 255/538 - Train Accuracy: 0.605, Validation Accuracy: 0.611, Loss: 0.655 Epoch 0 Batch 256/538 - Train Accuracy: 0.584, Validation Accuracy: 0.617, Loss: 0.668 Epoch 0 Batch 257/538 - Train Accuracy: 0.607, Validation Accuracy: 0.616, Loss: 0.640 Epoch 0 Batch 258/538 - Train Accuracy: 0.629, Validation Accuracy: 0.621, Loss: 0.640 Epoch 0 Batch 259/538 - Train Accuracy: 0.623, Validation Accuracy: 0.615, Loss: 0.633 Epoch 0 Batch 260/538 - Train Accuracy: 0.581, Validation Accuracy: 0.604, Loss: 0.650 Epoch 0 Batch 261/538 - Train Accuracy: 0.590, Validation Accuracy: 0.621, Loss: 0.687 Epoch 0 Batch 262/538 - Train Accuracy: 0.594, Validation Accuracy: 0.623, Loss: 0.656 Epoch 0 Batch 263/538 - Train Accuracy: 0.595, Validation Accuracy: 0.612, Loss: 0.641 Epoch 0 Batch 264/538 - Train Accuracy: 0.605, Validation Accuracy: 0.623, Loss: 0.671 Epoch 0 Batch 265/538 - Train Accuracy: 0.562, Validation Accuracy: 0.617, Loss: 0.678 Epoch 0 Batch 266/538 - Train Accuracy: 0.614, Validation Accuracy: 0.608, Loss: 0.636 Epoch 0 Batch 267/538 - Train Accuracy: 0.579, Validation Accuracy: 0.607, Loss: 0.639 Epoch 0 Batch 268/538 - Train Accuracy: 0.611, Validation Accuracy: 0.619, Loss: 0.606 Epoch 0 Batch 269/538 - Train Accuracy: 0.599, Validation Accuracy: 0.627, Loss: 0.639 Epoch 0 Batch 270/538 - Train Accuracy: 0.598, Validation Accuracy: 0.635, Loss: 0.645 Epoch 0 Batch 271/538 - Train Accuracy: 0.610, Validation Accuracy: 0.635, Loss: 0.658 Epoch 0 Batch 272/538 - Train Accuracy: 0.585, Validation Accuracy: 0.634, Loss: 0.676 Epoch 0 Batch 273/538 - Train Accuracy: 0.609, Validation Accuracy: 0.630, Loss: 0.638 Epoch 0 Batch 274/538 - Train Accuracy: 0.569, Validation Accuracy: 0.633, Loss: 0.676 Epoch 0 Batch 275/538 - Train Accuracy: 0.597, Validation Accuracy: 0.637, Loss: 0.651 Epoch 0 Batch 276/538 - Train Accuracy: 0.618, Validation Accuracy: 0.632, Loss: 0.645 Epoch 0 Batch 277/538 - Train Accuracy: 0.601, Validation Accuracy: 0.624, Loss: 0.628 Epoch 0 Batch 278/538 - Train Accuracy: 0.611, Validation Accuracy: 0.641, Loss: 0.636 Epoch 0 Batch 279/538 - Train Accuracy: 0.607, Validation Accuracy: 0.634, Loss: 0.622 Epoch 0 Batch 280/538 - Train Accuracy: 0.632, Validation Accuracy: 0.613, Loss: 0.597 Epoch 0 Batch 281/538 - Train Accuracy: 0.602, Validation Accuracy: 0.617, Loss: 0.645 Epoch 0 Batch 282/538 - Train Accuracy: 0.618, Validation Accuracy: 0.618, Loss: 0.627 Epoch 0 Batch 283/538 - Train Accuracy: 0.617, Validation Accuracy: 0.625, Loss: 0.620 Epoch 0 Batch 284/538 - Train Accuracy: 0.599, Validation Accuracy: 0.619, Loss: 0.621 Epoch 0 Batch 285/538 - Train Accuracy: 0.610, Validation Accuracy: 0.614, Loss: 0.588 Epoch 0 Batch 286/538 - Train Accuracy: 0.612, Validation Accuracy: 0.629, Loss: 0.622 Epoch 0 Batch 287/538 - Train Accuracy: 0.636, Validation Accuracy: 0.625, Loss: 0.601 Epoch 0 Batch 288/538 - Train Accuracy: 0.569, Validation Accuracy: 0.603, Loss: 0.640 Epoch 0 Batch 289/538 - Train Accuracy: 0.627, Validation Accuracy: 0.615, Loss: 0.575 Epoch 0 Batch 290/538 - Train Accuracy: 0.598, Validation Accuracy: 0.634, Loss: 0.606 Epoch 0 Batch 291/538 - Train Accuracy: 0.626, Validation Accuracy: 0.631, Loss: 0.602 Epoch 0 Batch 292/538 - Train Accuracy: 0.637, Validation Accuracy: 0.643, Loss: 0.587 Epoch 0 Batch 293/538 - Train Accuracy: 0.615, Validation Accuracy: 0.644, Loss: 0.581 Epoch 0 Batch 294/538 - Train Accuracy: 0.586, Validation Accuracy: 0.644, Loss: 0.636 Epoch 0 Batch 295/538 - Train Accuracy: 0.629, Validation Accuracy: 0.638, Loss: 0.560 Epoch 0 Batch 296/538 - Train Accuracy: 0.624, Validation Accuracy: 0.644, Loss: 0.595 Epoch 0 Batch 297/538 - Train Accuracy: 0.608, Validation Accuracy: 0.647, Loss: 0.624 Epoch 0 Batch 298/538 - Train Accuracy: 0.624, Validation Accuracy: 0.646, Loss: 0.593 Epoch 0 Batch 299/538 - Train Accuracy: 0.617, Validation Accuracy: 0.642, Loss: 0.596 Epoch 0 Batch 300/538 - Train Accuracy: 0.643, Validation Accuracy: 0.636, Loss: 0.594 Epoch 0 Batch 301/538 - Train Accuracy: 0.618, Validation Accuracy: 0.645, Loss: 0.594 Epoch 0 Batch 302/538 - Train Accuracy: 0.661, Validation Accuracy: 0.647, Loss: 0.574 Epoch 0 Batch 303/538 - Train Accuracy: 0.667, Validation Accuracy: 0.650, Loss: 0.561 Epoch 0 Batch 304/538 - Train Accuracy: 0.615, Validation Accuracy: 0.643, Loss: 0.600 Epoch 0 Batch 305/538 - Train Accuracy: 0.623, Validation Accuracy: 0.636, Loss: 0.572 Epoch 0 Batch 306/538 - Train Accuracy: 0.632, Validation Accuracy: 0.649, Loss: 0.580 Epoch 0 Batch 307/538 - Train Accuracy: 0.632, Validation Accuracy: 0.653, Loss: 0.597 Epoch 0 Batch 308/538 - Train Accuracy: 0.637, Validation Accuracy: 0.652, Loss: 0.574 Epoch 0 Batch 309/538 - Train Accuracy: 0.609, Validation Accuracy: 0.646, Loss: 0.596 Epoch 0 Batch 310/538 - Train Accuracy: 0.627, Validation Accuracy: 0.645, Loss: 0.593 Epoch 0 Batch 311/538 - Train Accuracy: 0.647, Validation Accuracy: 0.649, Loss: 0.573 Epoch 0 Batch 312/538 - Train Accuracy: 0.675, Validation Accuracy: 0.649, Loss: 0.546 Epoch 0 Batch 313/538 - Train Accuracy: 0.622, Validation Accuracy: 0.650, Loss: 0.602 Epoch 0 Batch 314/538 - Train Accuracy: 0.639, Validation Accuracy: 0.651, Loss: 0.593 Epoch 0 Batch 315/538 - Train Accuracy: 0.627, Validation Accuracy: 0.650, Loss: 0.577 Epoch 0 Batch 316/538 - Train Accuracy: 0.635, Validation Accuracy: 0.646, Loss: 0.563 Epoch 0 Batch 317/538 - Train Accuracy: 0.632, Validation Accuracy: 0.641, Loss: 0.588 Epoch 0 Batch 318/538 - Train Accuracy: 0.623, Validation Accuracy: 0.649, Loss: 0.575 Epoch 0 Batch 319/538 - Train Accuracy: 0.645, Validation Accuracy: 0.650, Loss: 0.563 Epoch 0 Batch 320/538 - Train Accuracy: 0.617, Validation Accuracy: 0.646, Loss: 0.568 Epoch 0 Batch 321/538 - Train Accuracy: 0.626, Validation Accuracy: 0.634, Loss: 0.551 Epoch 0 Batch 322/538 - Train Accuracy: 0.640, Validation Accuracy: 0.638, Loss: 0.562 Epoch 0 Batch 323/538 - Train Accuracy: 0.640, Validation Accuracy: 0.656, Loss: 0.549 Epoch 0 Batch 324/538 - Train Accuracy: 0.606, Validation Accuracy: 0.643, Loss: 0.604 Epoch 0 Batch 325/538 - Train Accuracy: 0.622, Validation Accuracy: 0.633, Loss: 0.559 Epoch 0 Batch 326/538 - Train Accuracy: 0.632, Validation Accuracy: 0.654, Loss: 0.582 Epoch 0 Batch 327/538 - Train Accuracy: 0.623, Validation Accuracy: 0.656, Loss: 0.594 Epoch 0 Batch 328/538 - Train Accuracy: 0.653, Validation Accuracy: 0.641, Loss: 0.559 Epoch 0 Batch 329/538 - Train Accuracy: 0.640, Validation Accuracy: 0.637, Loss: 0.563 Epoch 0 Batch 330/538 - Train Accuracy: 0.642, Validation Accuracy: 0.647, Loss: 0.546 Epoch 0 Batch 331/538 - Train Accuracy: 0.621, Validation Accuracy: 0.644, Loss: 0.561 Epoch 0 Batch 332/538 - Train Accuracy: 0.623, Validation Accuracy: 0.647, Loss: 0.592 Epoch 0 Batch 333/538 - Train Accuracy: 0.640, Validation Accuracy: 0.654, Loss: 0.551 Epoch 0 Batch 334/538 - Train Accuracy: 0.662, Validation Accuracy: 0.653, Loss: 0.524 Epoch 0 Batch 335/538 - Train Accuracy: 0.634, Validation Accuracy: 0.656, Loss: 0.559 Epoch 0 Batch 336/538 - Train Accuracy: 0.642, Validation Accuracy: 0.649, Loss: 0.549 Epoch 0 Batch 337/538 - Train Accuracy: 0.638, Validation Accuracy: 0.646, Loss: 0.552 Epoch 0 Batch 338/538 - Train Accuracy: 0.619, Validation Accuracy: 0.645, Loss: 0.562 Epoch 0 Batch 339/538 - Train Accuracy: 0.648, Validation Accuracy: 0.649, Loss: 0.546 Epoch 0 Batch 340/538 - Train Accuracy: 0.616, Validation Accuracy: 0.649, Loss: 0.597 Epoch 0 Batch 341/538 - Train Accuracy: 0.620, Validation Accuracy: 0.648, Loss: 0.571 Epoch 0 Batch 342/538 - Train Accuracy: 0.637, Validation Accuracy: 0.635, Loss: 0.542 Epoch 0 Batch 343/538 - Train Accuracy: 0.629, Validation Accuracy: 0.631, Loss: 0.578 Epoch 0 Batch 344/538 - Train Accuracy: 0.622, Validation Accuracy: 0.648, Loss: 0.571 Epoch 0 Batch 345/538 - Train Accuracy: 0.645, Validation Accuracy: 0.653, Loss: 0.559 Epoch 0 Batch 346/538 - Train Accuracy: 0.634, Validation Accuracy: 0.657, Loss: 0.558 Epoch 0 Batch 347/538 - Train Accuracy: 0.641, Validation Accuracy: 0.656, Loss: 0.559 Epoch 0 Batch 348/538 - Train Accuracy: 0.640, Validation Accuracy: 0.654, Loss: 0.536 Epoch 0 Batch 349/538 - Train Accuracy: 0.611, Validation Accuracy: 0.655, Loss: 0.554 Epoch 0 Batch 350/538 - Train Accuracy: 0.653, Validation Accuracy: 0.659, Loss: 0.561 Epoch 0 Batch 351/538 - Train Accuracy: 0.629, Validation Accuracy: 0.658, Loss: 0.572 Epoch 0 Batch 352/538 - Train Accuracy: 0.649, Validation Accuracy: 0.660, Loss: 0.567 Epoch 0 Batch 353/538 - Train Accuracy: 0.652, Validation Accuracy: 0.660, Loss: 0.566 Epoch 0 Batch 354/538 - Train Accuracy: 0.626, Validation Accuracy: 0.660, Loss: 0.573 Epoch 0 Batch 355/538 - Train Accuracy: 0.637, Validation Accuracy: 0.658, Loss: 0.567 Epoch 0 Batch 356/538 - Train Accuracy: 0.642, Validation Accuracy: 0.647, Loss: 0.504 Epoch 0 Batch 357/538 - Train Accuracy: 0.653, Validation Accuracy: 0.661, Loss: 0.547 Epoch 0 Batch 358/538 - Train Accuracy: 0.636, Validation Accuracy: 0.657, Loss: 0.556 Epoch 0 Batch 359/538 - Train Accuracy: 0.645, Validation Accuracy: 0.656, Loss: 0.537 Epoch 0 Batch 360/538 - Train Accuracy: 0.655, Validation Accuracy: 0.659, Loss: 0.554 Epoch 0 Batch 361/538 - Train Accuracy: 0.656, Validation Accuracy: 0.662, Loss: 0.533 Epoch 0 Batch 362/538 - Train Accuracy: 0.646, Validation Accuracy: 0.659, Loss: 0.527 Epoch 0 Batch 363/538 - Train Accuracy: 0.637, Validation Accuracy: 0.651, Loss: 0.518 Epoch 0 Batch 364/538 - Train Accuracy: 0.599, Validation Accuracy: 0.644, Loss: 0.572 Epoch 0 Batch 365/538 - Train Accuracy: 0.645, Validation Accuracy: 0.651, Loss: 0.543 Epoch 0 Batch 366/538 - Train Accuracy: 0.643, Validation Accuracy: 0.642, Loss: 0.557 Epoch 0 Batch 367/538 - Train Accuracy: 0.655, Validation Accuracy: 0.653, Loss: 0.538 Epoch 0 Batch 368/538 - Train Accuracy: 0.685, Validation Accuracy: 0.643, Loss: 0.485 Epoch 0 Batch 369/538 - Train Accuracy: 0.618, Validation Accuracy: 0.643, Loss: 0.569 Epoch 0 Batch 370/538 - Train Accuracy: 0.605, Validation Accuracy: 0.627, Loss: 0.581 Epoch 0 Batch 371/538 - Train Accuracy: 0.644, Validation Accuracy: 0.661, Loss: 0.560 Epoch 0 Batch 372/538 - Train Accuracy: 0.640, Validation Accuracy: 0.643, Loss: 0.545 Epoch 0 Batch 373/538 - Train Accuracy: 0.620, Validation Accuracy: 0.643, Loss: 0.560 Epoch 0 Batch 374/538 - Train Accuracy: 0.632, Validation Accuracy: 0.658, Loss: 0.570 Epoch 0 Batch 375/538 - Train Accuracy: 0.637, Validation Accuracy: 0.650, Loss: 0.512 Epoch 0 Batch 376/538 - Train Accuracy: 0.621, Validation Accuracy: 0.645, Loss: 0.557 Epoch 0 Batch 377/538 - Train Accuracy: 0.636, Validation Accuracy: 0.654, Loss: 0.549 Epoch 0 Batch 378/538 - Train Accuracy: 0.672, Validation Accuracy: 0.660, Loss: 0.514 Epoch 0 Batch 379/538 - Train Accuracy: 0.670, Validation Accuracy: 0.657, Loss: 0.512 Epoch 0 Batch 380/538 - Train Accuracy: 0.624, Validation Accuracy: 0.653, Loss: 0.547 Epoch 0 Batch 381/538 - Train Accuracy: 0.652, Validation Accuracy: 0.659, Loss: 0.519 Epoch 0 Batch 382/538 - Train Accuracy: 0.621, Validation Accuracy: 0.657, Loss: 0.551 Epoch 0 Batch 383/538 - Train Accuracy: 0.641, Validation Accuracy: 0.652, Loss: 0.548 Epoch 0 Batch 384/538 - Train Accuracy: 0.648, Validation Accuracy: 0.648, Loss: 0.513 Epoch 0 Batch 385/538 - Train Accuracy: 0.656, Validation Accuracy: 0.644, Loss: 0.525 Epoch 0 Batch 386/538 - Train Accuracy: 0.640, Validation Accuracy: 0.657, Loss: 0.546 Epoch 0 Batch 387/538 - Train Accuracy: 0.652, Validation Accuracy: 0.670, Loss: 0.539 Epoch 0 Batch 388/538 - Train Accuracy: 0.662, Validation Accuracy: 0.670, Loss: 0.527 Epoch 0 Batch 389/538 - Train Accuracy: 0.643, Validation Accuracy: 0.674, Loss: 0.553 Epoch 0 Batch 390/538 - Train Accuracy: 0.682, Validation Accuracy: 0.673, Loss: 0.517 Epoch 0 Batch 391/538 - Train Accuracy: 0.662, Validation Accuracy: 0.671, Loss: 0.507 Epoch 0 Batch 392/538 - Train Accuracy: 0.655, Validation Accuracy: 0.667, Loss: 0.505 Epoch 0 Batch 393/538 - Train Accuracy: 0.661, Validation Accuracy: 0.667, Loss: 0.496 Epoch 0 Batch 394/538 - Train Accuracy: 0.609, Validation Accuracy: 0.678, Loss: 0.552 Epoch 0 Batch 395/538 - Train Accuracy: 0.646, Validation Accuracy: 0.673, Loss: 0.539 Epoch 0 Batch 396/538 - Train Accuracy: 0.639, Validation Accuracy: 0.664, Loss: 0.532 Epoch 0 Batch 397/538 - Train Accuracy: 0.649, Validation Accuracy: 0.667, Loss: 0.532 Epoch 0 Batch 398/538 - Train Accuracy: 0.639, Validation Accuracy: 0.675, Loss: 0.533 Epoch 0 Batch 399/538 - Train Accuracy: 0.636, Validation Accuracy: 0.673, Loss: 0.550 Epoch 0 Batch 400/538 - Train Accuracy: 0.644, Validation Accuracy: 0.675, Loss: 0.506 Epoch 0 Batch 401/538 - Train Accuracy: 0.645, Validation Accuracy: 0.664, Loss: 0.533 Epoch 0 Batch 402/538 - Train Accuracy: 0.662, Validation Accuracy: 0.670, Loss: 0.518 Epoch 0 Batch 403/538 - Train Accuracy: 0.657, Validation Accuracy: 0.674, Loss: 0.512 Epoch 0 Batch 404/538 - Train Accuracy: 0.674, Validation Accuracy: 0.672, Loss: 0.496 Epoch 0 Batch 405/538 - Train Accuracy: 0.669, Validation Accuracy: 0.672, Loss: 0.493 Epoch 0 Batch 406/538 - Train Accuracy: 0.667, Validation Accuracy: 0.669, Loss: 0.494 Epoch 0 Batch 407/538 - Train Accuracy: 0.679, Validation Accuracy: 0.670, Loss: 0.510 Epoch 0 Batch 408/538 - Train Accuracy: 0.644, Validation Accuracy: 0.666, Loss: 0.535 Epoch 0 Batch 409/538 - Train Accuracy: 0.653, Validation Accuracy: 0.672, Loss: 0.524 Epoch 0 Batch 410/538 - Train Accuracy: 0.656, Validation Accuracy: 0.682, Loss: 0.511 Epoch 0 Batch 411/538 - Train Accuracy: 0.669, Validation Accuracy: 0.673, Loss: 0.478 Epoch 0 Batch 412/538 - Train Accuracy: 0.686, Validation Accuracy: 0.681, Loss: 0.477 Epoch 0 Batch 413/538 - Train Accuracy: 0.678, Validation Accuracy: 0.678, Loss: 0.501 Epoch 0 Batch 414/538 - Train Accuracy: 0.659, Validation Accuracy: 0.681, Loss: 0.515 Epoch 0 Batch 415/538 - Train Accuracy: 0.650, Validation Accuracy: 0.683, Loss: 0.508 Epoch 0 Batch 416/538 - Train Accuracy: 0.699, Validation Accuracy: 0.687, Loss: 0.478 Epoch 0 Batch 417/538 - Train Accuracy: 0.653, Validation Accuracy: 0.680, Loss: 0.484 Epoch 0 Batch 418/538 - Train Accuracy: 0.662, Validation Accuracy: 0.691, Loss: 0.506 Epoch 0 Batch 419/538 - Train Accuracy: 0.682, Validation Accuracy: 0.690, Loss: 0.476 Epoch 0 Batch 420/538 - Train Accuracy: 0.677, Validation Accuracy: 0.689, Loss: 0.488 Epoch 0 Batch 421/538 - Train Accuracy: 0.677, Validation Accuracy: 0.680, Loss: 0.462 Epoch 0 Batch 422/538 - Train Accuracy: 0.657, Validation Accuracy: 0.682, Loss: 0.500 Epoch 0 Batch 423/538 - Train Accuracy: 0.675, Validation Accuracy: 0.681, Loss: 0.496 Epoch 0 Batch 424/538 - Train Accuracy: 0.656, Validation Accuracy: 0.690, Loss: 0.489 Epoch 0 Batch 425/538 - Train Accuracy: 0.684, Validation Accuracy: 0.685, Loss: 0.477 Epoch 0 Batch 426/538 - Train Accuracy: 0.685, Validation Accuracy: 0.679, Loss: 0.483 Epoch 0 Batch 427/538 - Train Accuracy: 0.655, Validation Accuracy: 0.686, Loss: 0.503 Epoch 0 Batch 428/538 - Train Accuracy: 0.681, Validation Accuracy: 0.695, Loss: 0.464 Epoch 0 Batch 429/538 - Train Accuracy: 0.685, Validation Accuracy: 0.693, Loss: 0.470 Epoch 0 Batch 430/538 - Train Accuracy: 0.677, Validation Accuracy: 0.693, Loss: 0.480 Epoch 0 Batch 431/538 - Train Accuracy: 0.708, Validation Accuracy: 0.693, Loss: 0.471 Epoch 0 Batch 432/538 - Train Accuracy: 0.718, Validation Accuracy: 0.688, Loss: 0.437 Epoch 0 Batch 433/538 - Train Accuracy: 0.650, Validation Accuracy: 0.695, Loss: 0.500 Epoch 0 Batch 434/538 - Train Accuracy: 0.672, Validation Accuracy: 0.702, Loss: 0.469 Epoch 0 Batch 435/538 - Train Accuracy: 0.673, Validation Accuracy: 0.701, Loss: 0.467 Epoch 0 Batch 436/538 - Train Accuracy: 0.657, Validation Accuracy: 0.700, Loss: 0.470 Epoch 0 Batch 437/538 - Train Accuracy: 0.644, Validation Accuracy: 0.693, Loss: 0.487 Epoch 0 Batch 438/538 - Train Accuracy: 0.679, Validation Accuracy: 0.700, Loss: 0.483 Epoch 0 Batch 439/538 - Train Accuracy: 0.704, Validation Accuracy: 0.691, Loss: 0.456 Epoch 0 Batch 440/538 - Train Accuracy: 0.667, Validation Accuracy: 0.697, Loss: 0.490 Epoch 0 Batch 441/538 - Train Accuracy: 0.650, Validation Accuracy: 0.685, Loss: 0.477 Epoch 0 Batch 442/538 - Train Accuracy: 0.695, Validation Accuracy: 0.698, Loss: 0.423 Epoch 0 Batch 443/538 - Train Accuracy: 0.692, Validation Accuracy: 0.696, Loss: 0.456 Epoch 0 Batch 444/538 - Train Accuracy: 0.711, Validation Accuracy: 0.696, Loss: 0.431 Epoch 0 Batch 445/538 - Train Accuracy: 0.711, Validation Accuracy: 0.700, Loss: 0.445 Epoch 0 Batch 446/538 - Train Accuracy: 0.712, Validation Accuracy: 0.706, Loss: 0.435 Epoch 0 Batch 447/538 - Train Accuracy: 0.660, Validation Accuracy: 0.704, Loss: 0.470 Epoch 0 Batch 448/538 - Train Accuracy: 0.692, Validation Accuracy: 0.702, Loss: 0.429 Epoch 0 Batch 449/538 - Train Accuracy: 0.694, Validation Accuracy: 0.702, Loss: 0.470 Epoch 0 Batch 450/538 - Train Accuracy: 0.704, Validation Accuracy: 0.701, Loss: 0.463 Epoch 0 Batch 451/538 - Train Accuracy: 0.687, Validation Accuracy: 0.705, Loss: 0.452 Epoch 0 Batch 452/538 - Train Accuracy: 0.714, Validation Accuracy: 0.711, Loss: 0.427 Epoch 0 Batch 453/538 - Train Accuracy: 0.701, Validation Accuracy: 0.705, Loss: 0.445 Epoch 0 Batch 454/538 - Train Accuracy: 0.713, Validation Accuracy: 0.712, Loss: 0.431 Epoch 0 Batch 455/538 - Train Accuracy: 0.720, Validation Accuracy: 0.713, Loss: 0.404 Epoch 0 Batch 456/538 - Train Accuracy: 0.759, Validation Accuracy: 0.713, Loss: 0.402 Epoch 0 Batch 457/538 - Train Accuracy: 0.697, Validation Accuracy: 0.719, Loss: 0.438 Epoch 0 Batch 458/538 - Train Accuracy: 0.694, Validation Accuracy: 0.725, Loss: 0.411 Epoch 0 Batch 459/538 - Train Accuracy: 0.726, Validation Accuracy: 0.715, Loss: 0.431 Epoch 0 Batch 460/538 - Train Accuracy: 0.681, Validation Accuracy: 0.716, Loss: 0.422 Epoch 0 Batch 461/538 - Train Accuracy: 0.680, Validation Accuracy: 0.715, Loss: 0.461 Epoch 0 Batch 462/538 - Train Accuracy: 0.703, Validation Accuracy: 0.717, Loss: 0.435 Epoch 0 Batch 463/538 - Train Accuracy: 0.690, Validation Accuracy: 0.721, Loss: 0.435 Epoch 0 Batch 464/538 - Train Accuracy: 0.689, Validation Accuracy: 0.707, Loss: 0.439 Epoch 0 Batch 465/538 - Train Accuracy: 0.676, Validation Accuracy: 0.716, Loss: 0.460 Epoch 0 Batch 466/538 - Train Accuracy: 0.677, Validation Accuracy: 0.706, Loss: 0.454 Epoch 0 Batch 467/538 - Train Accuracy: 0.693, Validation Accuracy: 0.710, Loss: 0.431 Epoch 0 Batch 468/538 - Train Accuracy: 0.729, Validation Accuracy: 0.714, Loss: 0.439 Epoch 0 Batch 469/538 - Train Accuracy: 0.695, Validation Accuracy: 0.715, Loss: 0.436 Epoch 0 Batch 470/538 - Train Accuracy: 0.700, Validation Accuracy: 0.712, Loss: 0.406 Epoch 0 Batch 471/538 - Train Accuracy: 0.701, Validation Accuracy: 0.708, Loss: 0.411 Epoch 0 Batch 472/538 - Train Accuracy: 0.729, Validation Accuracy: 0.726, Loss: 0.409 Epoch 0 Batch 473/538 - Train Accuracy: 0.678, Validation Accuracy: 0.716, Loss: 0.422 Epoch 0 Batch 474/538 - Train Accuracy: 0.728, Validation Accuracy: 0.721, Loss: 0.388 Epoch 0 Batch 475/538 - Train Accuracy: 0.697, Validation Accuracy: 0.724, Loss: 0.397 Epoch 0 Batch 476/538 - Train Accuracy: 0.660, Validation Accuracy: 0.717, Loss: 0.416 Epoch 0 Batch 477/538 - Train Accuracy: 0.726, Validation Accuracy: 0.725, Loss: 0.415 Epoch 0 Batch 478/538 - Train Accuracy: 0.738, Validation Accuracy: 0.713, Loss: 0.391 Epoch 0 Batch 479/538 - Train Accuracy: 0.715, Validation Accuracy: 0.709, Loss: 0.380 Epoch 0 Batch 480/538 - Train Accuracy: 0.703, Validation Accuracy: 0.719, Loss: 0.404 Epoch 0 Batch 481/538 - Train Accuracy: 0.712, Validation Accuracy: 0.713, Loss: 0.399 Epoch 0 Batch 482/538 - Train Accuracy: 0.728, Validation Accuracy: 0.719, Loss: 0.361 Epoch 0 Batch 483/538 - Train Accuracy: 0.699, Validation Accuracy: 0.735, Loss: 0.418 Epoch 0 Batch 484/538 - Train Accuracy: 0.735, Validation Accuracy: 0.732, Loss: 0.397 Epoch 0 Batch 485/538 - Train Accuracy: 0.709, Validation Accuracy: 0.721, Loss: 0.389 Epoch 0 Batch 486/538 - Train Accuracy: 0.716, Validation Accuracy: 0.723, Loss: 0.374 Epoch 0 Batch 487/538 - Train Accuracy: 0.740, Validation Accuracy: 0.720, Loss: 0.366 Epoch 0 Batch 488/538 - Train Accuracy: 0.753, Validation Accuracy: 0.725, Loss: 0.386 Epoch 0 Batch 489/538 - Train Accuracy: 0.710, Validation Accuracy: 0.732, Loss: 0.409 Epoch 0 Batch 490/538 - Train Accuracy: 0.722, Validation Accuracy: 0.729, Loss: 0.383 Epoch 0 Batch 491/538 - Train Accuracy: 0.685, Validation Accuracy: 0.739, Loss: 0.409 Epoch 0 Batch 492/538 - Train Accuracy: 0.727, Validation Accuracy: 0.735, Loss: 0.392 Epoch 0 Batch 493/538 - Train Accuracy: 0.686, Validation Accuracy: 0.738, Loss: 0.378 Epoch 0 Batch 494/538 - Train Accuracy: 0.717, Validation Accuracy: 0.727, Loss: 0.395 Epoch 0 Batch 495/538 - Train Accuracy: 0.723, Validation Accuracy: 0.727, Loss: 0.388 Epoch 0 Batch 496/538 - Train Accuracy: 0.724, Validation Accuracy: 0.733, Loss: 0.372 Epoch 0 Batch 497/538 - Train Accuracy: 0.729, Validation Accuracy: 0.729, Loss: 0.374 Epoch 0 Batch 498/538 - Train Accuracy: 0.704, Validation Accuracy: 0.736, Loss: 0.384 Epoch 0 Batch 499/538 - Train Accuracy: 0.740, Validation Accuracy: 0.732, Loss: 0.364 Epoch 0 Batch 500/538 - Train Accuracy: 0.742, Validation Accuracy: 0.730, Loss: 0.353 Epoch 0 Batch 501/538 - Train Accuracy: 0.754, Validation Accuracy: 0.719, Loss: 0.366 Epoch 0 Batch 502/538 - Train Accuracy: 0.714, Validation Accuracy: 0.725, Loss: 0.384 Epoch 0 Batch 503/538 - Train Accuracy: 0.768, Validation Accuracy: 0.745, Loss: 0.369 Epoch 0 Batch 504/538 - Train Accuracy: 0.753, Validation Accuracy: 0.747, Loss: 0.361 Epoch 0 Batch 505/538 - Train Accuracy: 0.737, Validation Accuracy: 0.725, Loss: 0.359 Epoch 0 Batch 506/538 - Train Accuracy: 0.742, Validation Accuracy: 0.723, Loss: 0.373 Epoch 0 Batch 507/538 - Train Accuracy: 0.710, Validation Accuracy: 0.720, Loss: 0.390 Epoch 0 Batch 508/538 - Train Accuracy: 0.730, Validation Accuracy: 0.730, Loss: 0.350 Epoch 0 Batch 509/538 - Train Accuracy: 0.722, Validation Accuracy: 0.722, Loss: 0.374 Epoch 0 Batch 510/538 - Train Accuracy: 0.758, Validation Accuracy: 0.730, Loss: 0.358 Epoch 0 Batch 511/538 - Train Accuracy: 0.728, Validation Accuracy: 0.727, Loss: 0.357 Epoch 0 Batch 512/538 - Train Accuracy: 0.740, Validation Accuracy: 0.733, Loss: 0.355 Epoch 0 Batch 513/538 - Train Accuracy: 0.725, Validation Accuracy: 0.738, Loss: 0.360 Epoch 0 Batch 514/538 - Train Accuracy: 0.704, Validation Accuracy: 0.739, Loss: 0.371 Epoch 0 Batch 515/538 - Train Accuracy: 0.742, Validation Accuracy: 0.723, Loss: 0.365 Epoch 0 Batch 516/538 - Train Accuracy: 0.687, Validation Accuracy: 0.730, Loss: 0.358 Epoch 0 Batch 517/538 - Train Accuracy: 0.751, Validation Accuracy: 0.739, Loss: 0.351 Epoch 0 Batch 518/538 - Train Accuracy: 0.734, Validation Accuracy: 0.731, Loss: 0.369 Epoch 0 Batch 519/538 - Train Accuracy: 0.744, Validation Accuracy: 0.732, Loss: 0.338 Epoch 0 Batch 520/538 - Train Accuracy: 0.744, Validation Accuracy: 0.736, Loss: 0.370 Epoch 0 Batch 521/538 - Train Accuracy: 0.727, Validation Accuracy: 0.744, Loss: 0.371 Epoch 0 Batch 522/538 - Train Accuracy: 0.737, Validation Accuracy: 0.741, Loss: 0.353 Epoch 0 Batch 523/538 - Train Accuracy: 0.741, Validation Accuracy: 0.739, Loss: 0.353 Epoch 0 Batch 524/538 - Train Accuracy: 0.691, Validation Accuracy: 0.739, Loss: 0.357 Epoch 0 Batch 525/538 - Train Accuracy: 0.765, Validation Accuracy: 0.736, Loss: 0.336 Epoch 0 Batch 526/538 - Train Accuracy: 0.757, Validation Accuracy: 0.746, Loss: 0.341 Epoch 0 Batch 527/538 - Train Accuracy: 0.760, Validation Accuracy: 0.749, Loss: 0.350 Epoch 0 Batch 528/538 - Train Accuracy: 0.727, Validation Accuracy: 0.722, Loss: 0.383 Epoch 0 Batch 529/538 - Train Accuracy: 0.704, Validation Accuracy: 0.729, Loss: 0.359 Epoch 0 Batch 530/538 - Train Accuracy: 0.740, Validation Accuracy: 0.733, Loss: 0.359 Epoch 0 Batch 531/538 - Train Accuracy: 0.743, Validation Accuracy: 0.737, Loss: 0.353 Epoch 0 Batch 532/538 - Train Accuracy: 0.744, Validation Accuracy: 0.724, Loss: 0.341 Epoch 0 Batch 533/538 - Train Accuracy: 0.735, Validation Accuracy: 0.723, Loss: 0.343 Epoch 0 Batch 534/538 - Train Accuracy: 0.738, Validation Accuracy: 0.732, Loss: 0.322 Epoch 0 Batch 535/538 - Train Accuracy: 0.729, Validation Accuracy: 0.741, Loss: 0.330 Epoch 0 Batch 536/538 - Train Accuracy: 0.754, Validation Accuracy: 0.751, Loss: 0.346 Epoch 1 Batch 0/538 - Train Accuracy: 0.714, Validation Accuracy: 0.739, Loss: 0.339 Epoch 1 Batch 1/538 - Train Accuracy: 0.777, Validation Accuracy: 0.746, Loss: 0.338 Epoch 1 Batch 2/538 - Train Accuracy: 0.726, Validation Accuracy: 0.754, Loss: 0.358 Epoch 1 Batch 3/538 - Train Accuracy: 0.717, Validation Accuracy: 0.751, Loss: 0.337 Epoch 1 Batch 4/538 - Train Accuracy: 0.767, Validation Accuracy: 0.747, Loss: 0.337 Epoch 1 Batch 5/538 - Train Accuracy: 0.739, Validation Accuracy: 0.736, Loss: 0.338 Epoch 1 Batch 6/538 - Train Accuracy: 0.776, Validation Accuracy: 0.733, Loss: 0.311 Epoch 1 Batch 7/538 - Train Accuracy: 0.765, Validation Accuracy: 0.746, Loss: 0.317 Epoch 1 Batch 8/538 - Train Accuracy: 0.746, Validation Accuracy: 0.753, Loss: 0.320 Epoch 1 Batch 9/538 - Train Accuracy: 0.736, Validation Accuracy: 0.745, Loss: 0.320 Epoch 1 Batch 10/538 - Train Accuracy: 0.714, Validation Accuracy: 0.737, Loss: 0.331 Epoch 1 Batch 11/538 - Train Accuracy: 0.739, Validation Accuracy: 0.747, Loss: 0.327 Epoch 1 Batch 12/538 - Train Accuracy: 0.707, Validation Accuracy: 0.747, Loss: 0.327 Epoch 1 Batch 13/538 - Train Accuracy: 0.780, Validation Accuracy: 0.747, Loss: 0.304 Epoch 1 Batch 14/538 - Train Accuracy: 0.727, Validation Accuracy: 0.734, Loss: 0.312 Epoch 1 Batch 15/538 - Train Accuracy: 0.759, Validation Accuracy: 0.741, Loss: 0.299 Epoch 1 Batch 16/538 - Train Accuracy: 0.764, Validation Accuracy: 0.745, Loss: 0.300 Epoch 1 Batch 17/538 - Train Accuracy: 0.729, Validation Accuracy: 0.739, Loss: 0.318 Epoch 1 Batch 18/538 - Train Accuracy: 0.741, Validation Accuracy: 0.759, Loss: 0.333 Epoch 1 Batch 19/538 - Train Accuracy: 0.758, Validation Accuracy: 0.758, Loss: 0.324 Epoch 1 Batch 20/538 - Train Accuracy: 0.752, Validation Accuracy: 0.756, Loss: 0.324 Epoch 1 Batch 21/538 - Train Accuracy: 0.767, Validation Accuracy: 0.751, Loss: 0.316 Epoch 1 Batch 22/538 - Train Accuracy: 0.749, Validation Accuracy: 0.757, Loss: 0.323 Epoch 1 Batch 23/538 - Train Accuracy: 0.754, Validation Accuracy: 0.766, Loss: 0.325 Epoch 1 Batch 24/538 - Train Accuracy: 0.757, Validation Accuracy: 0.763, Loss: 0.310 Epoch 1 Batch 25/538 - Train Accuracy: 0.782, Validation Accuracy: 0.765, Loss: 0.306 Epoch 1 Batch 26/538 - Train Accuracy: 0.756, Validation Accuracy: 0.747, Loss: 0.330 Epoch 1 Batch 27/538 - Train Accuracy: 0.773, Validation Accuracy: 0.758, Loss: 0.290 Epoch 1 Batch 28/538 - Train Accuracy: 0.768, Validation Accuracy: 0.755, Loss: 0.280 Epoch 1 Batch 29/538 - Train Accuracy: 0.765, Validation Accuracy: 0.754, Loss: 0.289 Epoch 1 Batch 30/538 - Train Accuracy: 0.742, Validation Accuracy: 0.763, Loss: 0.319 Epoch 1 Batch 31/538 - Train Accuracy: 0.789, Validation Accuracy: 0.760, Loss: 0.272 Epoch 1 Batch 32/538 - Train Accuracy: 0.742, Validation Accuracy: 0.757, Loss: 0.279 Epoch 1 Batch 33/538 - Train Accuracy: 0.783, Validation Accuracy: 0.757, Loss: 0.300 Epoch 1 Batch 34/538 - Train Accuracy: 0.751, Validation Accuracy: 0.757, Loss: 0.320 Epoch 1 Batch 35/538 - Train Accuracy: 0.769, Validation Accuracy: 0.765, Loss: 0.300 Epoch 1 Batch 36/538 - Train Accuracy: 0.757, Validation Accuracy: 0.775, Loss: 0.278 Epoch 1 Batch 37/538 - Train Accuracy: 0.795, Validation Accuracy: 0.776, Loss: 0.316 Epoch 1 Batch 38/538 - Train Accuracy: 0.736, Validation Accuracy: 0.765, Loss: 0.300 Epoch 1 Batch 39/538 - Train Accuracy: 0.747, Validation Accuracy: 0.771, Loss: 0.303 Epoch 1 Batch 40/538 - Train Accuracy: 0.790, Validation Accuracy: 0.761, Loss: 0.268 Epoch 1 Batch 41/538 - Train Accuracy: 0.765, Validation Accuracy: 0.778, Loss: 0.308 Epoch 1 Batch 42/538 - Train Accuracy: 0.786, Validation Accuracy: 0.774, Loss: 0.290 Epoch 1 Batch 43/538 - Train Accuracy: 0.765, Validation Accuracy: 0.775, Loss: 0.321 Epoch 1 Batch 44/538 - Train Accuracy: 0.750, Validation Accuracy: 0.761, Loss: 0.312 Epoch 1 Batch 45/538 - Train Accuracy: 0.767, Validation Accuracy: 0.764, Loss: 0.274 Epoch 1 Batch 46/538 - Train Accuracy: 0.767, Validation Accuracy: 0.775, Loss: 0.280 Epoch 1 Batch 47/538 - Train Accuracy: 0.765, Validation Accuracy: 0.779, Loss: 0.288 Epoch 1 Batch 48/538 - Train Accuracy: 0.793, Validation Accuracy: 0.778, Loss: 0.270 Epoch 1 Batch 49/538 - Train Accuracy: 0.775, Validation Accuracy: 0.769, Loss: 0.310 Epoch 1 Batch 50/538 - Train Accuracy: 0.779, Validation Accuracy: 0.773, Loss: 0.276 Epoch 1 Batch 51/538 - Train Accuracy: 0.763, Validation Accuracy: 0.775, Loss: 0.316 Epoch 1 Batch 52/538 - Train Accuracy: 0.777, Validation Accuracy: 0.786, Loss: 0.288 Epoch 1 Batch 53/538 - Train Accuracy: 0.792, Validation Accuracy: 0.792, Loss: 0.261 Epoch 1 Batch 54/538 - Train Accuracy: 0.792, Validation Accuracy: 0.783, Loss: 0.274 Epoch 1 Batch 55/538 - Train Accuracy: 0.802, Validation Accuracy: 0.774, Loss: 0.283 Epoch 1 Batch 56/538 - Train Accuracy: 0.786, Validation Accuracy: 0.762, Loss: 0.268 Epoch 1 Batch 57/538 - Train Accuracy: 0.754, Validation Accuracy: 0.768, Loss: 0.304 Epoch 1 Batch 58/538 - Train Accuracy: 0.748, Validation Accuracy: 0.767, Loss: 0.286 Epoch 1 Batch 59/538 - Train Accuracy: 0.793, Validation Accuracy: 0.770, Loss: 0.281 Epoch 1 Batch 60/538 - Train Accuracy: 0.789, Validation Accuracy: 0.774, Loss: 0.272 Epoch 1 Batch 61/538 - Train Accuracy: 0.789, Validation Accuracy: 0.782, Loss: 0.282 Epoch 1 Batch 62/538 - Train Accuracy: 0.771, Validation Accuracy: 0.773, Loss: 0.264 Epoch 1 Batch 63/538 - Train Accuracy: 0.799, Validation Accuracy: 0.768, Loss: 0.257 Epoch 1 Batch 64/538 - Train Accuracy: 0.777, Validation Accuracy: 0.781, Loss: 0.259 Epoch 1 Batch 65/538 - Train Accuracy: 0.767, Validation Accuracy: 0.788, Loss: 0.265 Epoch 1 Batch 66/538 - Train Accuracy: 0.793, Validation Accuracy: 0.767, Loss: 0.245 Epoch 1 Batch 67/538 - Train Accuracy: 0.789, Validation Accuracy: 0.757, Loss: 0.266 Epoch 1 Batch 68/538 - Train Accuracy: 0.811, Validation Accuracy: 0.773, Loss: 0.240 Epoch 1 Batch 69/538 - Train Accuracy: 0.793, Validation Accuracy: 0.782, Loss: 0.255 Epoch 1 Batch 70/538 - Train Accuracy: 0.804, Validation Accuracy: 0.784, Loss: 0.248 Epoch 1 Batch 71/538 - Train Accuracy: 0.752, Validation Accuracy: 0.786, Loss: 0.285 Epoch 1 Batch 72/538 - Train Accuracy: 0.800, Validation Accuracy: 0.797, Loss: 0.274 Epoch 1 Batch 73/538 - Train Accuracy: 0.771, Validation Accuracy: 0.792, Loss: 0.275 Epoch 1 Batch 74/538 - Train Accuracy: 0.808, Validation Accuracy: 0.797, Loss: 0.258 Epoch 1 Batch 75/538 - Train Accuracy: 0.803, Validation Accuracy: 0.804, Loss: 0.245 Epoch 1 Batch 76/538 - Train Accuracy: 0.797, Validation Accuracy: 0.801, Loss: 0.255 Epoch 1 Batch 77/538 - Train Accuracy: 0.784, Validation Accuracy: 0.807, Loss: 0.255 Epoch 1 Batch 78/538 - Train Accuracy: 0.787, Validation Accuracy: 0.809, Loss: 0.249 Epoch 1 Batch 79/538 - Train Accuracy: 0.812, Validation Accuracy: 0.803, Loss: 0.238 Epoch 1 Batch 80/538 - Train Accuracy: 0.794, Validation Accuracy: 0.801, Loss: 0.265 Epoch 1 Batch 81/538 - Train Accuracy: 0.811, Validation Accuracy: 0.818, Loss: 0.264 Epoch 1 Batch 82/538 - Train Accuracy: 0.797, Validation Accuracy: 0.816, Loss: 0.246 Epoch 1 Batch 83/538 - Train Accuracy: 0.798, Validation Accuracy: 0.816, Loss: 0.263 Epoch 1 Batch 84/538 - Train Accuracy: 0.794, Validation Accuracy: 0.808, Loss: 0.257 Epoch 1 Batch 85/538 - Train Accuracy: 0.834, Validation Accuracy: 0.782, Loss: 0.222 Epoch 1 Batch 86/538 - Train Accuracy: 0.816, Validation Accuracy: 0.807, Loss: 0.245 Epoch 1 Batch 87/538 - Train Accuracy: 0.792, Validation Accuracy: 0.807, Loss: 0.244 Epoch 1 Batch 88/538 - Train Accuracy: 0.798, Validation Accuracy: 0.802, Loss: 0.249 Epoch 1 Batch 89/538 - Train Accuracy: 0.802, Validation Accuracy: 0.805, Loss: 0.235 Epoch 1 Batch 90/538 - Train Accuracy: 0.791, Validation Accuracy: 0.801, Loss: 0.261 Epoch 1 Batch 91/538 - Train Accuracy: 0.790, Validation Accuracy: 0.801, Loss: 0.245 Epoch 1 Batch 92/538 - Train Accuracy: 0.806, Validation Accuracy: 0.797, Loss: 0.246 Epoch 1 Batch 93/538 - Train Accuracy: 0.811, Validation Accuracy: 0.804, Loss: 0.237 Epoch 1 Batch 94/538 - Train Accuracy: 0.825, Validation Accuracy: 0.810, Loss: 0.246 Epoch 1 Batch 95/538 - Train Accuracy: 0.822, Validation Accuracy: 0.798, Loss: 0.222 Epoch 1 Batch 96/538 - Train Accuracy: 0.803, Validation Accuracy: 0.805, Loss: 0.231 Epoch 1 Batch 97/538 - Train Accuracy: 0.816, Validation Accuracy: 0.808, Loss: 0.230 Epoch 1 Batch 98/538 - Train Accuracy: 0.813, Validation Accuracy: 0.803, Loss: 0.239 Epoch 1 Batch 99/538 - Train Accuracy: 0.831, Validation Accuracy: 0.817, Loss: 0.233 Epoch 1 Batch 100/538 - Train Accuracy: 0.778, Validation Accuracy: 0.808, Loss: 0.224 Epoch 1 Batch 101/538 - Train Accuracy: 0.772, Validation Accuracy: 0.793, Loss: 0.255 Epoch 1 Batch 102/538 - Train Accuracy: 0.800, Validation Accuracy: 0.809, Loss: 0.240 Epoch 1 Batch 103/538 - Train Accuracy: 0.819, Validation Accuracy: 0.801, Loss: 0.233 Epoch 1 Batch 104/538 - Train Accuracy: 0.798, Validation Accuracy: 0.796, Loss: 0.231 Epoch 1 Batch 105/538 - Train Accuracy: 0.817, Validation Accuracy: 0.819, Loss: 0.218 Epoch 1 Batch 106/538 - Train Accuracy: 0.802, Validation Accuracy: 0.823, Loss: 0.216 Epoch 1 Batch 107/538 - Train Accuracy: 0.811, Validation Accuracy: 0.807, Loss: 0.244 Epoch 1 Batch 108/538 - Train Accuracy: 0.821, Validation Accuracy: 0.806, Loss: 0.230 Epoch 1 Batch 109/538 - Train Accuracy: 0.839, Validation Accuracy: 0.813, Loss: 0.218 Epoch 1 Batch 110/538 - Train Accuracy: 0.831, Validation Accuracy: 0.817, Loss: 0.232 Epoch 1 Batch 111/538 - Train Accuracy: 0.816, Validation Accuracy: 0.818, Loss: 0.217 Epoch 1 Batch 112/538 - Train Accuracy: 0.813, Validation Accuracy: 0.817, Loss: 0.233 Epoch 1 Batch 113/538 - Train Accuracy: 0.799, Validation Accuracy: 0.824, Loss: 0.245 Epoch 1 Batch 114/538 - Train Accuracy: 0.817, Validation Accuracy: 0.829, Loss: 0.227 Epoch 1 Batch 115/538 - Train Accuracy: 0.833, Validation Accuracy: 0.819, Loss: 0.227 Epoch 1 Batch 116/538 - Train Accuracy: 0.795, Validation Accuracy: 0.817, Loss: 0.245 Epoch 1 Batch 117/538 - Train Accuracy: 0.818, Validation Accuracy: 0.817, Loss: 0.224 Epoch 1 Batch 118/538 - Train Accuracy: 0.812, Validation Accuracy: 0.824, Loss: 0.223 Epoch 1 Batch 119/538 - Train Accuracy: 0.838, Validation Accuracy: 0.825, Loss: 0.204 Epoch 1 Batch 120/538 - Train Accuracy: 0.801, Validation Accuracy: 0.812, Loss: 0.214 Epoch 1 Batch 121/538 - Train Accuracy: 0.814, Validation Accuracy: 0.821, Loss: 0.216 Epoch 1 Batch 122/538 - Train Accuracy: 0.803, Validation Accuracy: 0.806, Loss: 0.207 Epoch 1 Batch 123/538 - Train Accuracy: 0.829, Validation Accuracy: 0.819, Loss: 0.216 Epoch 1 Batch 124/538 - Train Accuracy: 0.825, Validation Accuracy: 0.825, Loss: 0.205 Epoch 1 Batch 125/538 - Train Accuracy: 0.824, Validation Accuracy: 0.837, Loss: 0.241 Epoch 1 Batch 126/538 - Train Accuracy: 0.831, Validation Accuracy: 0.831, Loss: 0.215 Epoch 1 Batch 127/538 - Train Accuracy: 0.806, Validation Accuracy: 0.834, Loss: 0.236 Epoch 1 Batch 128/538 - Train Accuracy: 0.825, Validation Accuracy: 0.836, Loss: 0.210 Epoch 1 Batch 129/538 - Train Accuracy: 0.824, Validation Accuracy: 0.827, Loss: 0.213 Epoch 1 Batch 130/538 - Train Accuracy: 0.806, Validation Accuracy: 0.812, Loss: 0.208 Epoch 1 Batch 131/538 - Train Accuracy: 0.826, Validation Accuracy: 0.831, Loss: 0.231 Epoch 1 Batch 132/538 - Train Accuracy: 0.785, Validation Accuracy: 0.828, Loss: 0.214 Epoch 1 Batch 133/538 - Train Accuracy: 0.817, Validation Accuracy: 0.819, Loss: 0.215 Epoch 1 Batch 134/538 - Train Accuracy: 0.765, Validation Accuracy: 0.820, Loss: 0.239 Epoch 1 Batch 135/538 - Train Accuracy: 0.820, Validation Accuracy: 0.825, Loss: 0.249 Epoch 1 Batch 136/538 - Train Accuracy: 0.812, Validation Accuracy: 0.807, Loss: 0.223 Epoch 1 Batch 137/538 - Train Accuracy: 0.815, Validation Accuracy: 0.832, Loss: 0.251 Epoch 1 Batch 138/538 - Train Accuracy: 0.842, Validation Accuracy: 0.835, Loss: 0.216 Epoch 1 Batch 139/538 - Train Accuracy: 0.798, Validation Accuracy: 0.830, Loss: 0.256 Epoch 1 Batch 140/538 - Train Accuracy: 0.818, Validation Accuracy: 0.830, Loss: 0.242 Epoch 1 Batch 141/538 - Train Accuracy: 0.833, Validation Accuracy: 0.829, Loss: 0.236 Epoch 1 Batch 142/538 - Train Accuracy: 0.845, Validation Accuracy: 0.832, Loss: 0.215 Epoch 1 Batch 143/538 - Train Accuracy: 0.811, Validation Accuracy: 0.820, Loss: 0.225 Epoch 1 Batch 144/538 - Train Accuracy: 0.815, Validation Accuracy: 0.821, Loss: 0.235 Epoch 1 Batch 145/538 - Train Accuracy: 0.811, Validation Accuracy: 0.815, Loss: 0.225 Epoch 1 Batch 146/538 - Train Accuracy: 0.811, Validation Accuracy: 0.821, Loss: 0.225 Epoch 1 Batch 147/538 - Train Accuracy: 0.824, Validation Accuracy: 0.833, Loss: 0.215 Epoch 1 Batch 148/538 - Train Accuracy: 0.822, Validation Accuracy: 0.826, Loss: 0.236 Epoch 1 Batch 149/538 - Train Accuracy: 0.838, Validation Accuracy: 0.825, Loss: 0.200 Epoch 1 Batch 150/538 - Train Accuracy: 0.833, Validation Accuracy: 0.817, Loss: 0.214 Epoch 1 Batch 151/538 - Train Accuracy: 0.833, Validation Accuracy: 0.823, Loss: 0.209 Epoch 1 Batch 152/538 - Train Accuracy: 0.820, Validation Accuracy: 0.820, Loss: 0.206 Epoch 1 Batch 153/538 - Train Accuracy: 0.819, Validation Accuracy: 0.837, Loss: 0.208 Epoch 1 Batch 154/538 - Train Accuracy: 0.822, Validation Accuracy: 0.827, Loss: 0.195 Epoch 1 Batch 155/538 - Train Accuracy: 0.840, Validation Accuracy: 0.835, Loss: 0.207 Epoch 1 Batch 156/538 - Train Accuracy: 0.835, Validation Accuracy: 0.834, Loss: 0.199 Epoch 1 Batch 157/538 - Train Accuracy: 0.829, Validation Accuracy: 0.835, Loss: 0.196 Epoch 1 Batch 158/538 - Train Accuracy: 0.845, Validation Accuracy: 0.838, Loss: 0.217 Epoch 1 Batch 159/538 - Train Accuracy: 0.810, Validation Accuracy: 0.828, Loss: 0.207 Epoch 1 Batch 160/538 - Train Accuracy: 0.820, Validation Accuracy: 0.840, Loss: 0.185 Epoch 1 Batch 161/538 - Train Accuracy: 0.850, Validation Accuracy: 0.839, Loss: 0.194 Epoch 1 Batch 162/538 - Train Accuracy: 0.858, Validation Accuracy: 0.833, Loss: 0.192 Epoch 1 Batch 163/538 - Train Accuracy: 0.825, Validation Accuracy: 0.828, Loss: 0.219 Epoch 1 Batch 164/538 - Train Accuracy: 0.817, Validation Accuracy: 0.835, Loss: 0.213 Epoch 1 Batch 165/538 - Train Accuracy: 0.850, Validation Accuracy: 0.834, Loss: 0.175 Epoch 1 Batch 166/538 - Train Accuracy: 0.859, Validation Accuracy: 0.823, Loss: 0.197 Epoch 1 Batch 167/538 - Train Accuracy: 0.855, Validation Accuracy: 0.820, Loss: 0.198 Epoch 1 Batch 168/538 - Train Accuracy: 0.838, Validation Accuracy: 0.823, Loss: 0.208 Epoch 1 Batch 169/538 - Train Accuracy: 0.852, Validation Accuracy: 0.831, Loss: 0.186 Epoch 1 Batch 170/538 - Train Accuracy: 0.839, Validation Accuracy: 0.836, Loss: 0.203 Epoch 1 Batch 171/538 - Train Accuracy: 0.834, Validation Accuracy: 0.841, Loss: 0.202 Epoch 1 Batch 172/538 - Train Accuracy: 0.815, Validation Accuracy: 0.835, Loss: 0.194 Epoch 1 Batch 173/538 - Train Accuracy: 0.858, Validation Accuracy: 0.828, Loss: 0.183 Epoch 1 Batch 174/538 - Train Accuracy: 0.815, Validation Accuracy: 0.826, Loss: 0.203 Epoch 1 Batch 175/538 - Train Accuracy: 0.835, Validation Accuracy: 0.825, Loss: 0.189 Epoch 1 Batch 176/538 - Train Accuracy: 0.818, Validation Accuracy: 0.832, Loss: 0.202 Epoch 1 Batch 177/538 - Train Accuracy: 0.830, Validation Accuracy: 0.836, Loss: 0.194 Epoch 1 Batch 178/538 - Train Accuracy: 0.823, Validation Accuracy: 0.844, Loss: 0.184 Epoch 1 Batch 179/538 - Train Accuracy: 0.849, Validation Accuracy: 0.838, Loss: 0.188 Epoch 1 Batch 180/538 - Train Accuracy: 0.837, Validation Accuracy: 0.833, Loss: 0.194 Epoch 1 Batch 181/538 - Train Accuracy: 0.816, Validation Accuracy: 0.833, Loss: 0.200 Epoch 1 Batch 182/538 - Train Accuracy: 0.843, Validation Accuracy: 0.839, Loss: 0.171 Epoch 1 Batch 183/538 - Train Accuracy: 0.852, Validation Accuracy: 0.834, Loss: 0.173 Epoch 1 Batch 184/538 - Train Accuracy: 0.843, Validation Accuracy: 0.835, Loss: 0.178 Epoch 1 Batch 185/538 - Train Accuracy: 0.854, Validation Accuracy: 0.841, Loss: 0.172 Epoch 1 Batch 186/538 - Train Accuracy: 0.851, Validation Accuracy: 0.843, Loss: 0.178 Epoch 1 Batch 187/538 - Train Accuracy: 0.855, Validation Accuracy: 0.842, Loss: 0.178 Epoch 1 Batch 188/538 - Train Accuracy: 0.856, Validation Accuracy: 0.850, Loss: 0.173 Epoch 1 Batch 189/538 - Train Accuracy: 0.850, Validation Accuracy: 0.857, Loss: 0.182 Epoch 1 Batch 190/538 - Train Accuracy: 0.831, Validation Accuracy: 0.850, Loss: 0.205 Epoch 1 Batch 191/538 - Train Accuracy: 0.847, Validation Accuracy: 0.840, Loss: 0.176 Epoch 1 Batch 192/538 - Train Accuracy: 0.854, Validation Accuracy: 0.836, Loss: 0.166 Epoch 1 Batch 193/538 - Train Accuracy: 0.834, Validation Accuracy: 0.839, Loss: 0.171 Epoch 1 Batch 194/538 - Train Accuracy: 0.847, Validation Accuracy: 0.847, Loss: 0.187 Epoch 1 Batch 195/538 - Train Accuracy: 0.861, Validation Accuracy: 0.851, Loss: 0.179 Epoch 1 Batch 196/538 - Train Accuracy: 0.836, Validation Accuracy: 0.852, Loss: 0.172 Epoch 1 Batch 197/538 - Train Accuracy: 0.865, Validation Accuracy: 0.850, Loss: 0.174 Epoch 1 Batch 198/538 - Train Accuracy: 0.851, Validation Accuracy: 0.857, Loss: 0.174 Epoch 1 Batch 199/538 - Train Accuracy: 0.853, Validation Accuracy: 0.852, Loss: 0.182 Epoch 1 Batch 200/538 - Train Accuracy: 0.854, Validation Accuracy: 0.852, Loss: 0.162 Epoch 1 Batch 201/538 - Train Accuracy: 0.856, Validation Accuracy: 0.855, Loss: 0.171 Epoch 1 Batch 202/538 - Train Accuracy: 0.884, Validation Accuracy: 0.845, Loss: 0.174 Epoch 1 Batch 203/538 - Train Accuracy: 0.817, Validation Accuracy: 0.843, Loss: 0.189 Epoch 1 Batch 204/538 - Train Accuracy: 0.845, Validation Accuracy: 0.847, Loss: 0.185 Epoch 1 Batch 205/538 - Train Accuracy: 0.891, Validation Accuracy: 0.844, Loss: 0.158 Epoch 1 Batch 206/538 - Train Accuracy: 0.849, Validation Accuracy: 0.858, Loss: 0.167 Epoch 1 Batch 207/538 - Train Accuracy: 0.840, Validation Accuracy: 0.845, Loss: 0.169 Epoch 1 Batch 208/538 - Train Accuracy: 0.854, Validation Accuracy: 0.850, Loss: 0.179 Epoch 1 Batch 209/538 - Train Accuracy: 0.869, Validation Accuracy: 0.846, Loss: 0.173 Epoch 1 Batch 210/538 - Train Accuracy: 0.829, Validation Accuracy: 0.853, Loss: 0.161 Epoch 1 Batch 211/538 - Train Accuracy: 0.849, Validation Accuracy: 0.849, Loss: 0.177 Epoch 1 Batch 212/538 - Train Accuracy: 0.858, Validation Accuracy: 0.846, Loss: 0.161 Epoch 1 Batch 213/538 - Train Accuracy: 0.846, Validation Accuracy: 0.843, Loss: 0.160 Epoch 1 Batch 214/538 - Train Accuracy: 0.860, Validation Accuracy: 0.846, Loss: 0.157 Epoch 1 Batch 215/538 - Train Accuracy: 0.850, Validation Accuracy: 0.852, Loss: 0.160 Epoch 1 Batch 216/538 - Train Accuracy: 0.848, Validation Accuracy: 0.855, Loss: 0.159 Epoch 1 Batch 217/538 - Train Accuracy: 0.863, Validation Accuracy: 0.850, Loss: 0.162 Epoch 1 Batch 218/538 - Train Accuracy: 0.845, Validation Accuracy: 0.852, Loss: 0.165 Epoch 1 Batch 219/538 - Train Accuracy: 0.806, Validation Accuracy: 0.842, Loss: 0.193 Epoch 1 Batch 220/538 - Train Accuracy: 0.844, Validation Accuracy: 0.847, Loss: 0.167 Epoch 1 Batch 221/538 - Train Accuracy: 0.866, Validation Accuracy: 0.846, Loss: 0.152 Epoch 1 Batch 222/538 - Train Accuracy: 0.839, Validation Accuracy: 0.852, Loss: 0.154 Epoch 1 Batch 223/538 - Train Accuracy: 0.826, Validation Accuracy: 0.842, Loss: 0.182 Epoch 1 Batch 224/538 - Train Accuracy: 0.846, Validation Accuracy: 0.843, Loss: 0.182 Epoch 1 Batch 225/538 - Train Accuracy: 0.856, Validation Accuracy: 0.844, Loss: 0.162 Epoch 1 Batch 226/538 - Train Accuracy: 0.853, Validation Accuracy: 0.860, Loss: 0.164 Epoch 1 Batch 227/538 - Train Accuracy: 0.864, Validation Accuracy: 0.861, Loss: 0.163 Epoch 1 Batch 228/538 - Train Accuracy: 0.850, Validation Accuracy: 0.862, Loss: 0.160 Epoch 1 Batch 229/538 - Train Accuracy: 0.867, Validation Accuracy: 0.859, Loss: 0.172 Epoch 1 Batch 230/538 - Train Accuracy: 0.821, Validation Accuracy: 0.853, Loss: 0.167 Epoch 1 Batch 231/538 - Train Accuracy: 0.824, Validation Accuracy: 0.847, Loss: 0.171 Epoch 1 Batch 232/538 - Train Accuracy: 0.853, Validation Accuracy: 0.843, Loss: 0.163 Epoch 1 Batch 233/538 - Train Accuracy: 0.874, Validation Accuracy: 0.831, Loss: 0.174 Epoch 1 Batch 234/538 - Train Accuracy: 0.878, Validation Accuracy: 0.850, Loss: 0.167 Epoch 1 Batch 235/538 - Train Accuracy: 0.860, Validation Accuracy: 0.854, Loss: 0.140 Epoch 1 Batch 236/538 - Train Accuracy: 0.844, Validation Accuracy: 0.862, Loss: 0.174 Epoch 1 Batch 237/538 - Train Accuracy: 0.882, Validation Accuracy: 0.876, Loss: 0.143 Epoch 1 Batch 238/538 - Train Accuracy: 0.881, Validation Accuracy: 0.875, Loss: 0.148 Epoch 1 Batch 239/538 - Train Accuracy: 0.846, Validation Accuracy: 0.876, Loss: 0.162 Epoch 1 Batch 240/538 - Train Accuracy: 0.861, Validation Accuracy: 0.867, Loss: 0.157 Epoch 1 Batch 241/538 - Train Accuracy: 0.856, Validation Accuracy: 0.873, Loss: 0.163 Epoch 1 Batch 242/538 - Train Accuracy: 0.858, Validation Accuracy: 0.864, Loss: 0.157 Epoch 1 Batch 243/538 - Train Accuracy: 0.871, Validation Accuracy: 0.866, Loss: 0.155 Epoch 1 Batch 244/538 - Train Accuracy: 0.865, Validation Accuracy: 0.863, Loss: 0.156 Epoch 1 Batch 245/538 - Train Accuracy: 0.816, Validation Accuracy: 0.852, Loss: 0.170 Epoch 1 Batch 246/538 - Train Accuracy: 0.860, Validation Accuracy: 0.842, Loss: 0.144 Epoch 1 Batch 247/538 - Train Accuracy: 0.865, Validation Accuracy: 0.844, Loss: 0.160 Epoch 1 Batch 248/538 - Train Accuracy: 0.869, Validation Accuracy: 0.846, Loss: 0.160 Epoch 1 Batch 249/538 - Train Accuracy: 0.858, Validation Accuracy: 0.843, Loss: 0.134 Epoch 1 Batch 250/538 - Train Accuracy: 0.869, Validation Accuracy: 0.852, Loss: 0.159 Epoch 1 Batch 251/538 - Train Accuracy: 0.881, Validation Accuracy: 0.849, Loss: 0.147 Epoch 1 Batch 252/538 - Train Accuracy: 0.868, Validation Accuracy: 0.855, Loss: 0.140 Epoch 1 Batch 253/538 - Train Accuracy: 0.856, Validation Accuracy: 0.846, Loss: 0.146 Epoch 1 Batch 254/538 - Train Accuracy: 0.847, Validation Accuracy: 0.842, Loss: 0.161 Epoch 1 Batch 255/538 - Train Accuracy: 0.883, Validation Accuracy: 0.857, Loss: 0.152 Epoch 1 Batch 256/538 - Train Accuracy: 0.844, Validation Accuracy: 0.850, Loss: 0.156 Epoch 1 Batch 257/538 - Train Accuracy: 0.850, Validation Accuracy: 0.847, Loss: 0.147 Epoch 1 Batch 258/538 - Train Accuracy: 0.866, Validation Accuracy: 0.860, Loss: 0.151 Epoch 1 Batch 259/538 - Train Accuracy: 0.884, Validation Accuracy: 0.865, Loss: 0.138 Epoch 1 Batch 260/538 - Train Accuracy: 0.840, Validation Accuracy: 0.868, Loss: 0.152 Epoch 1 Batch 261/538 - Train Accuracy: 0.864, Validation Accuracy: 0.868, Loss: 0.159 Epoch 1 Batch 262/538 - Train Accuracy: 0.879, Validation Accuracy: 0.866, Loss: 0.138 Epoch 1 Batch 263/538 - Train Accuracy: 0.855, Validation Accuracy: 0.873, Loss: 0.142 Epoch 1 Batch 264/538 - Train Accuracy: 0.848, Validation Accuracy: 0.854, Loss: 0.146 Epoch 1 Batch 265/538 - Train Accuracy: 0.832, Validation Accuracy: 0.837, Loss: 0.161 Epoch 1 Batch 266/538 - Train Accuracy: 0.853, Validation Accuracy: 0.865, Loss: 0.169 Epoch 1 Batch 267/538 - Train Accuracy: 0.860, Validation Accuracy: 0.855, Loss: 0.150 Epoch 1 Batch 268/538 - Train Accuracy: 0.868, Validation Accuracy: 0.861, Loss: 0.134 Epoch 1 Batch 269/538 - Train Accuracy: 0.856, Validation Accuracy: 0.869, Loss: 0.161 Epoch 1 Batch 270/538 - Train Accuracy: 0.851, Validation Accuracy: 0.833, Loss: 0.140 Epoch 1 Batch 271/538 - Train Accuracy: 0.858, Validation Accuracy: 0.863, Loss: 0.150 Epoch 1 Batch 272/538 - Train Accuracy: 0.845, Validation Accuracy: 0.859, Loss: 0.168 Epoch 1 Batch 273/538 - Train Accuracy: 0.865, Validation Accuracy: 0.860, Loss: 0.154 Epoch 1 Batch 274/538 - Train Accuracy: 0.826, Validation Accuracy: 0.866, Loss: 0.159 Epoch 1 Batch 275/538 - Train Accuracy: 0.847, Validation Accuracy: 0.825, Loss: 0.160 Epoch 1 Batch 276/538 - Train Accuracy: 0.856, Validation Accuracy: 0.841, Loss: 0.151 Epoch 1 Batch 277/538 - Train Accuracy: 0.872, Validation Accuracy: 0.853, Loss: 0.146 Epoch 1 Batch 278/538 - Train Accuracy: 0.890, Validation Accuracy: 0.845, Loss: 0.142 Epoch 1 Batch 279/538 - Train Accuracy: 0.856, Validation Accuracy: 0.857, Loss: 0.139 Epoch 1 Batch 280/538 - Train Accuracy: 0.895, Validation Accuracy: 0.879, Loss: 0.135 Epoch 1 Batch 281/538 - Train Accuracy: 0.860, Validation Accuracy: 0.874, Loss: 0.148 Epoch 1 Batch 282/538 - Train Accuracy: 0.865, Validation Accuracy: 0.867, Loss: 0.163 Epoch 1 Batch 283/538 - Train Accuracy: 0.875, Validation Accuracy: 0.861, Loss: 0.144 Epoch 1 Batch 284/538 - Train Accuracy: 0.885, Validation Accuracy: 0.859, Loss: 0.155 Epoch 1 Batch 285/538 - Train Accuracy: 0.870, Validation Accuracy: 0.865, Loss: 0.127 Epoch 1 Batch 286/538 - Train Accuracy: 0.860, Validation Accuracy: 0.863, Loss: 0.151 Epoch 1 Batch 287/538 - Train Accuracy: 0.889, Validation Accuracy: 0.862, Loss: 0.129 Epoch 1 Batch 288/538 - Train Accuracy: 0.871, Validation Accuracy: 0.845, Loss: 0.153 Epoch 1 Batch 289/538 - Train Accuracy: 0.861, Validation Accuracy: 0.832, Loss: 0.133 Epoch 1 Batch 290/538 - Train Accuracy: 0.876, Validation Accuracy: 0.848, Loss: 0.133 Epoch 1 Batch 291/538 - Train Accuracy: 0.875, Validation Accuracy: 0.858, Loss: 0.137 Epoch 1 Batch 292/538 - Train Accuracy: 0.880, Validation Accuracy: 0.866, Loss: 0.123 Epoch 1 Batch 293/538 - Train Accuracy: 0.873, Validation Accuracy: 0.868, Loss: 0.143 Epoch 1 Batch 294/538 - Train Accuracy: 0.853, Validation Accuracy: 0.863, Loss: 0.143 Epoch 1 Batch 295/538 - Train Accuracy: 0.876, Validation Accuracy: 0.863, Loss: 0.134 Epoch 1 Batch 296/538 - Train Accuracy: 0.855, Validation Accuracy: 0.861, Loss: 0.148 Epoch 1 Batch 297/538 - Train Accuracy: 0.865, Validation Accuracy: 0.864, Loss: 0.145 Epoch 1 Batch 298/538 - Train Accuracy: 0.887, Validation Accuracy: 0.871, Loss: 0.135 Epoch 1 Batch 299/538 - Train Accuracy: 0.876, Validation Accuracy: 0.872, Loss: 0.148 Epoch 1 Batch 300/538 - Train Accuracy: 0.884, Validation Accuracy: 0.871, Loss: 0.137 Epoch 1 Batch 301/538 - Train Accuracy: 0.870, Validation Accuracy: 0.866, Loss: 0.136 Epoch 1 Batch 302/538 - Train Accuracy: 0.892, Validation Accuracy: 0.875, Loss: 0.134 Epoch 1 Batch 303/538 - Train Accuracy: 0.890, Validation Accuracy: 0.880, Loss: 0.133 Epoch 1 Batch 304/538 - Train Accuracy: 0.866, Validation Accuracy: 0.891, Loss: 0.149 Epoch 1 Batch 305/538 - Train Accuracy: 0.876, Validation Accuracy: 0.874, Loss: 0.128 Epoch 1 Batch 306/538 - Train Accuracy: 0.855, Validation Accuracy: 0.890, Loss: 0.146 Epoch 1 Batch 307/538 - Train Accuracy: 0.879, Validation Accuracy: 0.875, Loss: 0.131 Epoch 1 Batch 308/538 - Train Accuracy: 0.881, Validation Accuracy: 0.877, Loss: 0.128 Epoch 1 Batch 309/538 - Train Accuracy: 0.879, Validation Accuracy: 0.881, Loss: 0.132 Epoch 1 Batch 310/538 - Train Accuracy: 0.908, Validation Accuracy: 0.851, Loss: 0.138 Epoch 1 Batch 311/538 - Train Accuracy: 0.861, Validation Accuracy: 0.869, Loss: 0.133 Epoch 1 Batch 312/538 - Train Accuracy: 0.883, Validation Accuracy: 0.884, Loss: 0.125 Epoch 1 Batch 313/538 - Train Accuracy: 0.867, Validation Accuracy: 0.874, Loss: 0.139 Epoch 1 Batch 314/538 - Train Accuracy: 0.887, Validation Accuracy: 0.870, Loss: 0.138 Epoch 1 Batch 315/538 - Train Accuracy: 0.867, Validation Accuracy: 0.883, Loss: 0.128 Epoch 1 Batch 316/538 - Train Accuracy: 0.875, Validation Accuracy: 0.876, Loss: 0.121 Epoch 1 Batch 317/538 - Train Accuracy: 0.898, Validation Accuracy: 0.879, Loss: 0.138 Epoch 1 Batch 318/538 - Train Accuracy: 0.882, Validation Accuracy: 0.877, Loss: 0.132 Epoch 1 Batch 319/538 - Train Accuracy: 0.881, Validation Accuracy: 0.876, Loss: 0.138 Epoch 1 Batch 320/538 - Train Accuracy: 0.869, Validation Accuracy: 0.883, Loss: 0.124 Epoch 1 Batch 321/538 - Train Accuracy: 0.889, Validation Accuracy: 0.883, Loss: 0.119 Epoch 1 Batch 322/538 - Train Accuracy: 0.886, Validation Accuracy: 0.888, Loss: 0.136 Epoch 1 Batch 323/538 - Train Accuracy: 0.883, Validation Accuracy: 0.896, Loss: 0.123 Epoch 1 Batch 324/538 - Train Accuracy: 0.882, Validation Accuracy: 0.873, Loss: 0.125 Epoch 1 Batch 325/538 - Train Accuracy: 0.880, Validation Accuracy: 0.860, Loss: 0.119 Epoch 1 Batch 326/538 - Train Accuracy: 0.866, Validation Accuracy: 0.877, Loss: 0.134 Epoch 1 Batch 327/538 - Train Accuracy: 0.883, Validation Accuracy: 0.892, Loss: 0.137 Epoch 1 Batch 328/538 - Train Accuracy: 0.881, Validation Accuracy: 0.901, Loss: 0.125 Epoch 1 Batch 329/538 - Train Accuracy: 0.883, Validation Accuracy: 0.903, Loss: 0.129 Epoch 1 Batch 330/538 - Train Accuracy: 0.902, Validation Accuracy: 0.897, Loss: 0.118 Epoch 1 Batch 331/538 - Train Accuracy: 0.889, Validation Accuracy: 0.889, Loss: 0.117 Epoch 1 Batch 332/538 - Train Accuracy: 0.886, Validation Accuracy: 0.886, Loss: 0.123 Epoch 1 Batch 333/538 - Train Accuracy: 0.894, Validation Accuracy: 0.886, Loss: 0.134 Epoch 1 Batch 334/538 - Train Accuracy: 0.887, Validation Accuracy: 0.885, Loss: 0.123 Epoch 1 Batch 335/538 - Train Accuracy: 0.893, Validation Accuracy: 0.883, Loss: 0.117 Epoch 1 Batch 336/538 - Train Accuracy: 0.878, Validation Accuracy: 0.882, Loss: 0.117 Epoch 1 Batch 337/538 - Train Accuracy: 0.894, Validation Accuracy: 0.887, Loss: 0.128 Epoch 1 Batch 338/538 - Train Accuracy: 0.871, Validation Accuracy: 0.883, Loss: 0.126 Epoch 1 Batch 339/538 - Train Accuracy: 0.887, Validation Accuracy: 0.887, Loss: 0.117 Epoch 1 Batch 340/538 - Train Accuracy: 0.887, Validation Accuracy: 0.889, Loss: 0.125 Epoch 1 Batch 341/538 - Train Accuracy: 0.902, Validation Accuracy: 0.887, Loss: 0.122 Epoch 1 Batch 342/538 - Train Accuracy: 0.883, Validation Accuracy: 0.880, Loss: 0.128 Epoch 1 Batch 343/538 - Train Accuracy: 0.894, Validation Accuracy: 0.885, Loss: 0.127 Epoch 1 Batch 344/538 - Train Accuracy: 0.898, Validation Accuracy: 0.886, Loss: 0.115 Epoch 1 Batch 345/538 - Train Accuracy: 0.870, Validation Accuracy: 0.880, Loss: 0.123 Epoch 1 Batch 346/538 - Train Accuracy: 0.859, Validation Accuracy: 0.889, Loss: 0.138 Epoch 1 Batch 347/538 - Train Accuracy: 0.899, Validation Accuracy: 0.884, Loss: 0.119 Epoch 1 Batch 348/538 - Train Accuracy: 0.886, Validation Accuracy: 0.880, Loss: 0.119 Epoch 1 Batch 349/538 - Train Accuracy: 0.894, Validation Accuracy: 0.887, Loss: 0.115 Epoch 1 Batch 350/538 - Train Accuracy: 0.885, Validation Accuracy: 0.899, Loss: 0.133 Epoch 1 Batch 351/538 - Train Accuracy: 0.868, Validation Accuracy: 0.890, Loss: 0.139 Epoch 1 Batch 352/538 - Train Accuracy: 0.869, Validation Accuracy: 0.901, Loss: 0.141 Epoch 1 Batch 353/538 - Train Accuracy: 0.886, Validation Accuracy: 0.907, Loss: 0.127 Epoch 1 Batch 354/538 - Train Accuracy: 0.859, Validation Accuracy: 0.891, Loss: 0.127 Epoch 1 Batch 355/538 - Train Accuracy: 0.888, Validation Accuracy: 0.879, Loss: 0.131 Epoch 1 Batch 356/538 - Train Accuracy: 0.887, Validation Accuracy: 0.885, Loss: 0.115 Epoch 1 Batch 357/538 - Train Accuracy: 0.891, Validation Accuracy: 0.895, Loss: 0.120 Epoch 1 Batch 358/538 - Train Accuracy: 0.892, Validation Accuracy: 0.877, Loss: 0.111 Epoch 1 Batch 359/538 - Train Accuracy: 0.867, Validation Accuracy: 0.877, Loss: 0.119 Epoch 1 Batch 360/538 - Train Accuracy: 0.854, Validation Accuracy: 0.872, Loss: 0.115 Epoch 1 Batch 361/538 - Train Accuracy: 0.885, Validation Accuracy: 0.885, Loss: 0.126 Epoch 1 Batch 362/538 - Train Accuracy: 0.899, Validation Accuracy: 0.890, Loss: 0.111 Epoch 1 Batch 363/538 - Train Accuracy: 0.882, Validation Accuracy: 0.886, Loss: 0.120 Epoch 1 Batch 364/538 - Train Accuracy: 0.866, Validation Accuracy: 0.862, Loss: 0.136 Epoch 1 Batch 365/538 - Train Accuracy: 0.859, Validation Accuracy: 0.884, Loss: 0.125 Epoch 1 Batch 366/538 - Train Accuracy: 0.885, Validation Accuracy: 0.877, Loss: 0.126 Epoch 1 Batch 367/538 - Train Accuracy: 0.887, Validation Accuracy: 0.873, Loss: 0.112 Epoch 1 Batch 368/538 - Train Accuracy: 0.905, Validation Accuracy: 0.873, Loss: 0.108 Epoch 1 Batch 369/538 - Train Accuracy: 0.912, Validation Accuracy: 0.884, Loss: 0.105 Epoch 1 Batch 370/538 - Train Accuracy: 0.870, Validation Accuracy: 0.882, Loss: 0.116 Epoch 1 Batch 371/538 - Train Accuracy: 0.912, Validation Accuracy: 0.874, Loss: 0.118 Epoch 1 Batch 372/538 - Train Accuracy: 0.908, Validation Accuracy: 0.874, Loss: 0.125 Epoch 1 Batch 373/538 - Train Accuracy: 0.897, Validation Accuracy: 0.876, Loss: 0.100 Epoch 1 Batch 374/538 - Train Accuracy: 0.894, Validation Accuracy: 0.880, Loss: 0.118 Epoch 1 Batch 375/538 - Train Accuracy: 0.900, Validation Accuracy: 0.880, Loss: 0.109 Epoch 1 Batch 376/538 - Train Accuracy: 0.873, Validation Accuracy: 0.886, Loss: 0.120 Epoch 1 Batch 377/538 - Train Accuracy: 0.901, Validation Accuracy: 0.879, Loss: 0.111 Epoch 1 Batch 378/538 - Train Accuracy: 0.913, Validation Accuracy: 0.892, Loss: 0.111 Epoch 1 Batch 379/538 - Train Accuracy: 0.897, Validation Accuracy: 0.883, Loss: 0.110 Epoch 1 Batch 380/538 - Train Accuracy: 0.899, Validation Accuracy: 0.864, Loss: 0.114 Epoch 1 Batch 381/538 - Train Accuracy: 0.891, Validation Accuracy: 0.889, Loss: 0.109 Epoch 1 Batch 382/538 - Train Accuracy: 0.889, Validation Accuracy: 0.900, Loss: 0.112 Epoch 1 Batch 383/538 - Train Accuracy: 0.883, Validation Accuracy: 0.906, Loss: 0.119 Epoch 1 Batch 384/538 - Train Accuracy: 0.867, Validation Accuracy: 0.902, Loss: 0.120 Epoch 1 Batch 385/538 - Train Accuracy: 0.877, Validation Accuracy: 0.898, Loss: 0.118 Epoch 1 Batch 386/538 - Train Accuracy: 0.903, Validation Accuracy: 0.910, Loss: 0.127 Epoch 1 Batch 387/538 - Train Accuracy: 0.909, Validation Accuracy: 0.905, Loss: 0.113 Epoch 1 Batch 388/538 - Train Accuracy: 0.891, Validation Accuracy: 0.906, Loss: 0.117 Epoch 1 Batch 389/538 - Train Accuracy: 0.875, Validation Accuracy: 0.898, Loss: 0.137 Epoch 1 Batch 390/538 - Train Accuracy: 0.897, Validation Accuracy: 0.887, Loss: 0.099 Epoch 1 Batch 391/538 - Train Accuracy: 0.874, Validation Accuracy: 0.887, Loss: 0.109 Epoch 1 Batch 392/538 - Train Accuracy: 0.881, Validation Accuracy: 0.891, Loss: 0.105 Epoch 1 Batch 393/538 - Train Accuracy: 0.899, Validation Accuracy: 0.893, Loss: 0.099 Epoch 1 Batch 394/538 - Train Accuracy: 0.858, Validation Accuracy: 0.887, Loss: 0.125 Epoch 1 Batch 395/538 - Train Accuracy: 0.882, Validation Accuracy: 0.880, Loss: 0.131 Epoch 1 Batch 396/538 - Train Accuracy: 0.900, Validation Accuracy: 0.885, Loss: 0.110 Epoch 1 Batch 397/538 - Train Accuracy: 0.872, Validation Accuracy: 0.890, Loss: 0.117 Epoch 1 Batch 398/538 - Train Accuracy: 0.891, Validation Accuracy: 0.890, Loss: 0.118 Epoch 1 Batch 399/538 - Train Accuracy: 0.847, Validation Accuracy: 0.883, Loss: 0.119 Epoch 1 Batch 400/538 - Train Accuracy: 0.900, Validation Accuracy: 0.879, Loss: 0.113 Epoch 1 Batch 401/538 - Train Accuracy: 0.885, Validation Accuracy: 0.883, Loss: 0.118 Epoch 1 Batch 402/538 - Train Accuracy: 0.868, Validation Accuracy: 0.889, Loss: 0.113 Epoch 1 Batch 403/538 - Train Accuracy: 0.901, Validation Accuracy: 0.881, Loss: 0.116 Epoch 1 Batch 404/538 - Train Accuracy: 0.875, Validation Accuracy: 0.876, Loss: 0.114 Epoch 1 Batch 405/538 - Train Accuracy: 0.887, Validation Accuracy: 0.888, Loss: 0.111 Epoch 1 Batch 406/538 - Train Accuracy: 0.887, Validation Accuracy: 0.896, Loss: 0.106 Epoch 1 Batch 407/538 - Train Accuracy: 0.895, Validation Accuracy: 0.902, Loss: 0.120 Epoch 1 Batch 408/538 - Train Accuracy: 0.874, Validation Accuracy: 0.900, Loss: 0.126 Epoch 1 Batch 409/538 - Train Accuracy: 0.891, Validation Accuracy: 0.901, Loss: 0.106 Epoch 1 Batch 410/538 - Train Accuracy: 0.907, Validation Accuracy: 0.900, Loss: 0.117 Epoch 1 Batch 411/538 - Train Accuracy: 0.902, Validation Accuracy: 0.901, Loss: 0.107 Epoch 1 Batch 412/538 - Train Accuracy: 0.889, Validation Accuracy: 0.895, Loss: 0.099 Epoch 1 Batch 413/538 - Train Accuracy: 0.881, Validation Accuracy: 0.895, Loss: 0.106 Epoch 1 Batch 414/538 - Train Accuracy: 0.876, Validation Accuracy: 0.894, Loss: 0.119 Epoch 1 Batch 415/538 - Train Accuracy: 0.862, Validation Accuracy: 0.900, Loss: 0.108 Epoch 1 Batch 416/538 - Train Accuracy: 0.902, Validation Accuracy: 0.910, Loss: 0.118 Epoch 1 Batch 417/538 - Train Accuracy: 0.899, Validation Accuracy: 0.903, Loss: 0.109 Epoch 1 Batch 418/538 - Train Accuracy: 0.903, Validation Accuracy: 0.887, Loss: 0.119 Epoch 1 Batch 419/538 - Train Accuracy: 0.912, Validation Accuracy: 0.878, Loss: 0.099 Epoch 1 Batch 420/538 - Train Accuracy: 0.908, Validation Accuracy: 0.884, Loss: 0.101 Epoch 1 Batch 421/538 - Train Accuracy: 0.889, Validation Accuracy: 0.896, Loss: 0.100 Epoch 1 Batch 422/538 - Train Accuracy: 0.884, Validation Accuracy: 0.897, Loss: 0.115 Epoch 1 Batch 423/538 - Train Accuracy: 0.899, Validation Accuracy: 0.899, Loss: 0.107 Epoch 1 Batch 424/538 - Train Accuracy: 0.890, Validation Accuracy: 0.904, Loss: 0.108 Epoch 1 Batch 425/538 - Train Accuracy: 0.884, Validation Accuracy: 0.890, Loss: 0.114 Epoch 1 Batch 426/538 - Train Accuracy: 0.890, Validation Accuracy: 0.886, Loss: 0.113 Epoch 1 Batch 427/538 - Train Accuracy: 0.874, Validation Accuracy: 0.886, Loss: 0.109 Epoch 1 Batch 428/538 - Train Accuracy: 0.908, Validation Accuracy: 0.904, Loss: 0.092 Epoch 1 Batch 429/538 - Train Accuracy: 0.912, Validation Accuracy: 0.906, Loss: 0.118 Epoch 1 Batch 430/538 - Train Accuracy: 0.902, Validation Accuracy: 0.900, Loss: 0.097 Epoch 1 Batch 431/538 - Train Accuracy: 0.885, Validation Accuracy: 0.898, Loss: 0.108 Epoch 1 Batch 432/538 - Train Accuracy: 0.910, Validation Accuracy: 0.894, Loss: 0.105 Epoch 1 Batch 433/538 - Train Accuracy: 0.889, Validation Accuracy: 0.876, Loss: 0.128 Epoch 1 Batch 434/538 - Train Accuracy: 0.878, Validation Accuracy: 0.888, Loss: 0.105 Epoch 1 Batch 435/538 - Train Accuracy: 0.896, Validation Accuracy: 0.886, Loss: 0.097 Epoch 1 Batch 436/538 - Train Accuracy: 0.890, Validation Accuracy: 0.897, Loss: 0.112 Epoch 1 Batch 437/538 - Train Accuracy: 0.904, Validation Accuracy: 0.904, Loss: 0.106 Epoch 1 Batch 438/538 - Train Accuracy: 0.904, Validation Accuracy: 0.897, Loss: 0.094 Epoch 1 Batch 439/538 - Train Accuracy: 0.912, Validation Accuracy: 0.900, Loss: 0.099 Epoch 1 Batch 440/538 - Train Accuracy: 0.892, Validation Accuracy: 0.898, Loss: 0.110 Epoch 1 Batch 441/538 - Train Accuracy: 0.875, Validation Accuracy: 0.908, Loss: 0.111 Epoch 1 Batch 442/538 - Train Accuracy: 0.917, Validation Accuracy: 0.902, Loss: 0.093 Epoch 1 Batch 443/538 - Train Accuracy: 0.907, Validation Accuracy: 0.891, Loss: 0.103 Epoch 1 Batch 444/538 - Train Accuracy: 0.904, Validation Accuracy: 0.901, Loss: 0.097 Epoch 1 Batch 445/538 - Train Accuracy: 0.925, Validation Accuracy: 0.910, Loss: 0.088 Epoch 1 Batch 446/538 - Train Accuracy: 0.907, Validation Accuracy: 0.909, Loss: 0.100 Epoch 1 Batch 447/538 - Train Accuracy: 0.899, Validation Accuracy: 0.906, Loss: 0.103 Epoch 1 Batch 448/538 - Train Accuracy: 0.913, Validation Accuracy: 0.904, Loss: 0.086 Epoch 1 Batch 449/538 - Train Accuracy: 0.913, Validation Accuracy: 0.889, Loss: 0.112 Epoch 1 Batch 450/538 - Train Accuracy: 0.889, Validation Accuracy: 0.889, Loss: 0.121 Epoch 1 Batch 451/538 - Train Accuracy: 0.883, Validation Accuracy: 0.892, Loss: 0.097 Epoch 1 Batch 452/538 - Train Accuracy: 0.904, Validation Accuracy: 0.893, Loss: 0.097 Epoch 1 Batch 453/538 - Train Accuracy: 0.899, Validation Accuracy: 0.883, Loss: 0.114 Epoch 1 Batch 454/538 - Train Accuracy: 0.908, Validation Accuracy: 0.882, Loss: 0.105 Epoch 1 Batch 455/538 - Train Accuracy: 0.907, Validation Accuracy: 0.881, Loss: 0.096 Epoch 1 Batch 456/538 - Train Accuracy: 0.910, Validation Accuracy: 0.897, Loss: 0.110 Epoch 1 Batch 457/538 - Train Accuracy: 0.892, Validation Accuracy: 0.896, Loss: 0.104 Epoch 1 Batch 458/538 - Train Accuracy: 0.905, Validation Accuracy: 0.896, Loss: 0.092 Epoch 1 Batch 459/538 - Train Accuracy: 0.904, Validation Accuracy: 0.899, Loss: 0.091 Epoch 1 Batch 460/538 - Train Accuracy: 0.878, Validation Accuracy: 0.901, Loss: 0.108 Epoch 1 Batch 461/538 - Train Accuracy: 0.913, Validation Accuracy: 0.904, Loss: 0.105 Epoch 1 Batch 462/538 - Train Accuracy: 0.920, Validation Accuracy: 0.904, Loss: 0.095 Epoch 1 Batch 463/538 - Train Accuracy: 0.880, Validation Accuracy: 0.903, Loss: 0.107 Epoch 1 Batch 464/538 - Train Accuracy: 0.902, Validation Accuracy: 0.893, Loss: 0.093 Epoch 1 Batch 465/538 - Train Accuracy: 0.900, Validation Accuracy: 0.905, Loss: 0.098 Epoch 1 Batch 466/538 - Train Accuracy: 0.878, Validation Accuracy: 0.896, Loss: 0.093 Epoch 1 Batch 467/538 - Train Accuracy: 0.916, Validation Accuracy: 0.906, Loss: 0.099 Epoch 1 Batch 468/538 - Train Accuracy: 0.912, Validation Accuracy: 0.915, Loss: 0.108 Epoch 1 Batch 469/538 - Train Accuracy: 0.922, Validation Accuracy: 0.905, Loss: 0.101 Epoch 1 Batch 470/538 - Train Accuracy: 0.905, Validation Accuracy: 0.893, Loss: 0.098 Epoch 1 Batch 471/538 - Train Accuracy: 0.906, Validation Accuracy: 0.908, Loss: 0.092 Epoch 1 Batch 472/538 - Train Accuracy: 0.948, Validation Accuracy: 0.912, Loss: 0.095 Epoch 1 Batch 473/538 - Train Accuracy: 0.878, Validation Accuracy: 0.910, Loss: 0.101 Epoch 1 Batch 474/538 - Train Accuracy: 0.926, Validation Accuracy: 0.906, Loss: 0.089 Epoch 1 Batch 475/538 - Train Accuracy: 0.911, Validation Accuracy: 0.910, Loss: 0.087 Epoch 1 Batch 476/538 - Train Accuracy: 0.911, Validation Accuracy: 0.910, Loss: 0.090 Epoch 1 Batch 477/538 - Train Accuracy: 0.902, Validation Accuracy: 0.918, Loss: 0.107 Epoch 1 Batch 478/538 - Train Accuracy: 0.908, Validation Accuracy: 0.918, Loss: 0.084 Epoch 1 Batch 479/538 - Train Accuracy: 0.919, Validation Accuracy: 0.914, Loss: 0.089 Epoch 1 Batch 480/538 - Train Accuracy: 0.918, Validation Accuracy: 0.901, Loss: 0.097 Epoch 1 Batch 481/538 - Train Accuracy: 0.917, Validation Accuracy: 0.897, Loss: 0.098 Epoch 1 Batch 482/538 - Train Accuracy: 0.896, Validation Accuracy: 0.912, Loss: 0.085 Epoch 1 Batch 483/538 - Train Accuracy: 0.881, Validation Accuracy: 0.912, Loss: 0.100 Epoch 1 Batch 484/538 - Train Accuracy: 0.915, Validation Accuracy: 0.916, Loss: 0.102 Epoch 1 Batch 485/538 - Train Accuracy: 0.912, Validation Accuracy: 0.899, Loss: 0.098 Epoch 1 Batch 486/538 - Train Accuracy: 0.914, Validation Accuracy: 0.902, Loss: 0.074 Epoch 1 Batch 487/538 - Train Accuracy: 0.915, Validation Accuracy: 0.917, Loss: 0.082 Epoch 1 Batch 488/538 - Train Accuracy: 0.909, Validation Accuracy: 0.923, Loss: 0.088 Epoch 1 Batch 489/538 - Train Accuracy: 0.892, Validation Accuracy: 0.915, Loss: 0.101 Epoch 1 Batch 490/538 - Train Accuracy: 0.902, Validation Accuracy: 0.901, Loss: 0.089 Epoch 1 Batch 491/538 - Train Accuracy: 0.884, Validation Accuracy: 0.915, Loss: 0.104 Epoch 1 Batch 492/538 - Train Accuracy: 0.912, Validation Accuracy: 0.910, Loss: 0.089 Epoch 1 Batch 493/538 - Train Accuracy: 0.902, Validation Accuracy: 0.911, Loss: 0.089 Epoch 1 Batch 494/538 - Train Accuracy: 0.890, Validation Accuracy: 0.915, Loss: 0.110 Epoch 1 Batch 495/538 - Train Accuracy: 0.896, Validation Accuracy: 0.902, Loss: 0.090 Epoch 1 Batch 496/538 - Train Accuracy: 0.903, Validation Accuracy: 0.894, Loss: 0.087 Epoch 1 Batch 497/538 - Train Accuracy: 0.931, Validation Accuracy: 0.899, Loss: 0.090 Epoch 1 Batch 498/538 - Train Accuracy: 0.899, Validation Accuracy: 0.903, Loss: 0.088 Epoch 1 Batch 499/538 - Train Accuracy: 0.905, Validation Accuracy: 0.909, Loss: 0.087 Epoch 1 Batch 500/538 - Train Accuracy: 0.933, Validation Accuracy: 0.908, Loss: 0.076 Epoch 1 Batch 501/538 - Train Accuracy: 0.931, Validation Accuracy: 0.905, Loss: 0.102 Epoch 1 Batch 502/538 - Train Accuracy: 0.919, Validation Accuracy: 0.894, Loss: 0.088 Epoch 1 Batch 503/538 - Train Accuracy: 0.942, Validation Accuracy: 0.893, Loss: 0.087 Epoch 1 Batch 504/538 - Train Accuracy: 0.943, Validation Accuracy: 0.901, Loss: 0.083 Epoch 1 Batch 505/538 - Train Accuracy: 0.919, Validation Accuracy: 0.908, Loss: 0.074 Epoch 1 Batch 506/538 - Train Accuracy: 0.903, Validation Accuracy: 0.901, Loss: 0.081 Epoch 1 Batch 507/538 - Train Accuracy: 0.877, Validation Accuracy: 0.909, Loss: 0.101 Epoch 1 Batch 508/538 - Train Accuracy: 0.896, Validation Accuracy: 0.875, Loss: 0.088 Epoch 1 Batch 509/538 - Train Accuracy: 0.905, Validation Accuracy: 0.876, Loss: 0.093 Epoch 1 Batch 510/538 - Train Accuracy: 0.915, Validation Accuracy: 0.898, Loss: 0.087 Epoch 1 Batch 511/538 - Train Accuracy: 0.901, Validation Accuracy: 0.912, Loss: 0.086 Epoch 1 Batch 512/538 - Train Accuracy: 0.920, Validation Accuracy: 0.918, Loss: 0.092 Epoch 1 Batch 513/538 - Train Accuracy: 0.889, Validation Accuracy: 0.905, Loss: 0.082 Epoch 1 Batch 514/538 - Train Accuracy: 0.927, Validation Accuracy: 0.888, Loss: 0.085 Epoch 1 Batch 515/538 - Train Accuracy: 0.900, Validation Accuracy: 0.889, Loss: 0.100 Epoch 1 Batch 516/538 - Train Accuracy: 0.861, Validation Accuracy: 0.895, Loss: 0.094 Epoch 1 Batch 517/538 - Train Accuracy: 0.914, Validation Accuracy: 0.900, Loss: 0.086 Epoch 1 Batch 518/538 - Train Accuracy: 0.905, Validation Accuracy: 0.897, Loss: 0.097 Epoch 1 Batch 519/538 - Train Accuracy: 0.917, Validation Accuracy: 0.896, Loss: 0.089 Epoch 1 Batch 520/538 - Train Accuracy: 0.916, Validation Accuracy: 0.907, Loss: 0.093 Epoch 1 Batch 521/538 - Train Accuracy: 0.901, Validation Accuracy: 0.905, Loss: 0.104 Epoch 1 Batch 522/538 - Train Accuracy: 0.903, Validation Accuracy: 0.900, Loss: 0.087 Epoch 1 Batch 523/538 - Train Accuracy: 0.913, Validation Accuracy: 0.891, Loss: 0.081 Epoch 1 Batch 524/538 - Train Accuracy: 0.898, Validation Accuracy: 0.897, Loss: 0.084 Epoch 1 Batch 525/538 - Train Accuracy: 0.926, Validation Accuracy: 0.914, Loss: 0.089 Epoch 1 Batch 526/538 - Train Accuracy: 0.909, Validation Accuracy: 0.919, Loss: 0.085 Epoch 1 Batch 527/538 - Train Accuracy: 0.915, Validation Accuracy: 0.915, Loss: 0.082 Epoch 1 Batch 528/538 - Train Accuracy: 0.906, Validation Accuracy: 0.917, Loss: 0.089 Epoch 1 Batch 529/538 - Train Accuracy: 0.883, Validation Accuracy: 0.913, Loss: 0.088 Epoch 1 Batch 530/538 - Train Accuracy: 0.889, Validation Accuracy: 0.912, Loss: 0.097 Epoch 1 Batch 531/538 - Train Accuracy: 0.908, Validation Accuracy: 0.907, Loss: 0.088 Epoch 1 Batch 532/538 - Train Accuracy: 0.922, Validation Accuracy: 0.900, Loss: 0.076 Epoch 1 Batch 533/538 - Train Accuracy: 0.923, Validation Accuracy: 0.897, Loss: 0.086 Epoch 1 Batch 534/538 - Train Accuracy: 0.921, Validation Accuracy: 0.896, Loss: 0.071 Epoch 1 Batch 535/538 - Train Accuracy: 0.920, Validation Accuracy: 0.897, Loss: 0.080 Epoch 1 Batch 536/538 - Train Accuracy: 0.926, Validation Accuracy: 0.910, Loss: 0.098 Model Trained and Saved
Save the batch_size and save_path parameters for inference.
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
# Save parameters for checkpoint
helper.save_params(save_path)
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import tensorflow as tf
import numpy as np
import helper
import problem_unittests as tests
_, (source_vocab_to_int, target_vocab_to_int), (source_int_to_vocab, target_int_to_vocab) = helper.load_preprocess()
load_path = helper.load_params()
To feed a sentence into the model for translation, you first need to preprocess it. Implement the function sentence_to_seq() to preprocess new sentences.
vocab_to_int<UNK> word id.def sentence_to_seq(sentence, vocab_to_int):
"""
Convert a sentence to a sequence of ids
:param sentence: String
:param vocab_to_int: Dictionary to go from the words to an id
:return: List of word ids
----
input_sentence = [source_letter_to_int.get(word, source_letter_to_int['<unk>']) for word in sentence]
return [vocab_to_int[w] for w in sentence.split()]
"""
# TODO: Implement Function
stuff= []
sentence = sentence.lower()
for word in sentence.split():
stuff.append(vocab_to_int.get(word, vocab_to_int['<UNK>']))
return stuff
"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_sentence_to_seq(sentence_to_seq)
Tests Passed
This will translate translate_sentence from English to French.
translate_sentence = 'he saw a old yellow truck .'
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
translate_sentence = sentence_to_seq(translate_sentence, source_vocab_to_int)
loaded_graph = tf.Graph()
with tf.Session(graph=loaded_graph) as sess:
# Load saved model
loader = tf.train.import_meta_graph(load_path + '.meta')
loader.restore(sess, load_path)
input_data = loaded_graph.get_tensor_by_name('input:0')
logits = loaded_graph.get_tensor_by_name('logits:0')
keep_prob = loaded_graph.get_tensor_by_name('keep_prob:0')
translate_logits = sess.run(logits, {input_data: [translate_sentence], keep_prob: 1.0})[0]
print('Input')
print(' Word Ids: {}'.format([i for i in translate_sentence]))
print(' English Words: {}'.format([source_int_to_vocab[i] for i in translate_sentence]))
print('\nPrediction')
print(' Word Ids: {}'.format([i for i in np.argmax(translate_logits, 1)]))
print(' French Words: {}'.format([target_int_to_vocab[i] for i in np.argmax(translate_logits, 1)]))
Input Word Ids: [99, 165, 161, 169, 180, 159, 188] English Words: ['he', 'saw', 'a', 'old', 'yellow', 'truck', '.'] Prediction Word Ids: [268, 157, 176, 251, 41, 168, 116, 344, 1] French Words: ['il', 'a', 'vu', 'un', 'vieux', 'camion', 'jaune', '.', '<EOS>']
You might notice that some sentences translate better than others. Since the dataset you're using only has a vocabulary of 227 English words of the thousands that you use, you're only going to see good results using these words. For this project, you don't need a perfect translation. However, if you want to create a better translation model, you'll need better data.
You can train on the WMT10 French-English corpus. This dataset has more vocabulary and richer in topics discussed. However, this will take you days to train, so make sure you've a GPU and the neural network is performing well on dataset we provided. Just make sure you play with the WMT10 corpus after you've submitted this project.
When submitting this project, make sure to run all the cells before saving the notebook. Save the notebook file as "dlnd_language_translation.ipynb" and save it as a HTML file under "File" -> "Download as". Include the "helper.py" and "problem_unittests.py" files in your submission.